STT 481 Final Project Code
Bradley Behan, Yuma Mizushima, Masaki Sasaki
12/4/2019
Load in Packages
library(caret)## Loading required package: lattice## Loading required package: ggplot2library(tree)
library(ISLR)
library(leaps)
library(glmnet)## Loading required package: Matrix## Loading required package: foreach## Loaded glmnet 2.0-18library(boot)##
## Attaching package: 'boot'## The following object is masked from 'package:lattice':
##
## melanomaRead in Data
train_knn <- read.csv("train.csv")
test_knn <- read.csv("test.csv")
train <- read.csv("train.csv")
test <- read.csv("test.csv")
dim(train)## [1] 1460 81test$SalePrice <- 0
all <- rbind(train,test) # joining train and test into one data frame
str(train)## 'data.frame': 1460 obs. of 81 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ MSSubClass : int 60 20 60 70 60 50 20 60 50 190 ...
## $ MSZoning : Factor w/ 5 levels "C (all)","FV",..: 4 4 4 4 4 4 4 4 5 4 ...
## $ LotFrontage : int 65 80 68 60 84 85 75 NA 51 50 ...
## $ LotArea : int 8450 9600 11250 9550 14260 14115 10084 10382 6120 7420 ...
## $ Street : Factor w/ 2 levels "Grvl","Pave": 2 2 2 2 2 2 2 2 2 2 ...
## $ Alley : Factor w/ 2 levels "Grvl","Pave": NA NA NA NA NA NA NA NA NA NA ...
## $ LotShape : Factor w/ 4 levels "IR1","IR2","IR3",..: 4 4 1 1 1 1 4 1 4 4 ...
## $ LandContour : Factor w/ 4 levels "Bnk","HLS","Low",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ Utilities : Factor w/ 2 levels "AllPub","NoSeWa": 1 1 1 1 1 1 1 1 1 1 ...
## $ LotConfig : Factor w/ 5 levels "Corner","CulDSac",..: 5 3 5 1 3 5 5 1 5 1 ...
## $ LandSlope : Factor w/ 3 levels "Gtl","Mod","Sev": 1 1 1 1 1 1 1 1 1 1 ...
## $ Neighborhood : Factor w/ 25 levels "Blmngtn","Blueste",..: 6 25 6 7 14 12 21 17 18 4 ...
## $ Condition1 : Factor w/ 9 levels "Artery","Feedr",..: 3 2 3 3 3 3 3 5 1 1 ...
## $ Condition2 : Factor w/ 8 levels "Artery","Feedr",..: 3 3 3 3 3 3 3 3 3 1 ...
## $ BldgType : Factor w/ 5 levels "1Fam","2fmCon",..: 1 1 1 1 1 1 1 1 1 2 ...
## $ HouseStyle : Factor w/ 8 levels "1.5Fin","1.5Unf",..: 6 3 6 6 6 1 3 6 1 2 ...
## $ OverallQual : int 7 6 7 7 8 5 8 7 7 5 ...
## $ OverallCond : int 5 8 5 5 5 5 5 6 5 6 ...
## $ YearBuilt : int 2003 1976 2001 1915 2000 1993 2004 1973 1931 1939 ...
## $ YearRemodAdd : int 2003 1976 2002 1970 2000 1995 2005 1973 1950 1950 ...
## $ RoofStyle : Factor w/ 6 levels "Flat","Gable",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ RoofMatl : Factor w/ 8 levels "ClyTile","CompShg",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Exterior1st : Factor w/ 15 levels "AsbShng","AsphShn",..: 13 9 13 14 13 13 13 7 4 9 ...
## $ Exterior2nd : Factor w/ 16 levels "AsbShng","AsphShn",..: 14 9 14 16 14 14 14 7 16 9 ...
## $ MasVnrType : Factor w/ 4 levels "BrkCmn","BrkFace",..: 2 3 2 3 2 3 4 4 3 3 ...
## $ MasVnrArea : int 196 0 162 0 350 0 186 240 0 0 ...
## $ ExterQual : Factor w/ 4 levels "Ex","Fa","Gd",..: 3 4 3 4 3 4 3 4 4 4 ...
## $ ExterCond : Factor w/ 5 levels "Ex","Fa","Gd",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ Foundation : Factor w/ 6 levels "BrkTil","CBlock",..: 3 2 3 1 3 6 3 2 1 1 ...
## $ BsmtQual : Factor w/ 4 levels "Ex","Fa","Gd",..: 3 3 3 4 3 3 1 3 4 4 ...
## $ BsmtCond : Factor w/ 4 levels "Fa","Gd","Po",..: 4 4 4 2 4 4 4 4 4 4 ...
## $ BsmtExposure : Factor w/ 4 levels "Av","Gd","Mn",..: 4 2 3 4 1 4 1 3 4 4 ...
## $ BsmtFinType1 : Factor w/ 6 levels "ALQ","BLQ","GLQ",..: 3 1 3 1 3 3 3 1 6 3 ...
## $ BsmtFinSF1 : int 706 978 486 216 655 732 1369 859 0 851 ...
## $ BsmtFinType2 : Factor w/ 6 levels "ALQ","BLQ","GLQ",..: 6 6 6 6 6 6 6 2 6 6 ...
## $ BsmtFinSF2 : int 0 0 0 0 0 0 0 32 0 0 ...
## $ BsmtUnfSF : int 150 284 434 540 490 64 317 216 952 140 ...
## $ TotalBsmtSF : int 856 1262 920 756 1145 796 1686 1107 952 991 ...
## $ Heating : Factor w/ 6 levels "Floor","GasA",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ HeatingQC : Factor w/ 5 levels "Ex","Fa","Gd",..: 1 1 1 3 1 1 1 1 3 1 ...
## $ CentralAir : Factor w/ 2 levels "N","Y": 2 2 2 2 2 2 2 2 2 2 ...
## $ Electrical : Factor w/ 5 levels "FuseA","FuseF",..: 5 5 5 5 5 5 5 5 2 5 ...
## $ X1stFlrSF : int 856 1262 920 961 1145 796 1694 1107 1022 1077 ...
## $ X2ndFlrSF : int 854 0 866 756 1053 566 0 983 752 0 ...
## $ LowQualFinSF : int 0 0 0 0 0 0 0 0 0 0 ...
## $ GrLivArea : int 1710 1262 1786 1717 2198 1362 1694 2090 1774 1077 ...
## $ BsmtFullBath : int 1 0 1 1 1 1 1 1 0 1 ...
## $ BsmtHalfBath : int 0 1 0 0 0 0 0 0 0 0 ...
## $ FullBath : int 2 2 2 1 2 1 2 2 2 1 ...
## $ HalfBath : int 1 0 1 0 1 1 0 1 0 0 ...
## $ BedroomAbvGr : int 3 3 3 3 4 1 3 3 2 2 ...
## $ KitchenAbvGr : int 1 1 1 1 1 1 1 1 2 2 ...
## $ KitchenQual : Factor w/ 4 levels "Ex","Fa","Gd",..: 3 4 3 3 3 4 3 4 4 4 ...
## $ TotRmsAbvGrd : int 8 6 6 7 9 5 7 7 8 5 ...
## $ Functional : Factor w/ 7 levels "Maj1","Maj2",..: 7 7 7 7 7 7 7 7 3 7 ...
## $ Fireplaces : int 0 1 1 1 1 0 1 2 2 2 ...
## $ FireplaceQu : Factor w/ 5 levels "Ex","Fa","Gd",..: NA 5 5 3 5 NA 3 5 5 5 ...
## $ GarageType : Factor w/ 6 levels "2Types","Attchd",..: 2 2 2 6 2 2 2 2 6 2 ...
## $ GarageYrBlt : int 2003 1976 2001 1998 2000 1993 2004 1973 1931 1939 ...
## $ GarageFinish : Factor w/ 3 levels "Fin","RFn","Unf": 2 2 2 3 2 3 2 2 3 2 ...
## $ GarageCars : int 2 2 2 3 3 2 2 2 2 1 ...
## $ GarageArea : int 548 460 608 642 836 480 636 484 468 205 ...
## $ GarageQual : Factor w/ 5 levels "Ex","Fa","Gd",..: 5 5 5 5 5 5 5 5 2 3 ...
## $ GarageCond : Factor w/ 5 levels "Ex","Fa","Gd",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ PavedDrive : Factor w/ 3 levels "N","P","Y": 3 3 3 3 3 3 3 3 3 3 ...
## $ WoodDeckSF : int 0 298 0 0 192 40 255 235 90 0 ...
## $ OpenPorchSF : int 61 0 42 35 84 30 57 204 0 4 ...
## $ EnclosedPorch: int 0 0 0 272 0 0 0 228 205 0 ...
## $ X3SsnPorch : int 0 0 0 0 0 320 0 0 0 0 ...
## $ ScreenPorch : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolArea : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolQC : Factor w/ 3 levels "Ex","Fa","Gd": NA NA NA NA NA NA NA NA NA NA ...
## $ Fence : Factor w/ 4 levels "GdPrv","GdWo",..: NA NA NA NA NA 3 NA NA NA NA ...
## $ MiscFeature : Factor w/ 4 levels "Gar2","Othr",..: NA NA NA NA NA 3 NA 3 NA NA ...
## $ MiscVal : int 0 0 0 0 0 700 0 350 0 0 ...
## $ MoSold : int 2 5 9 2 12 10 8 11 4 1 ...
## $ YrSold : int 2008 2007 2008 2006 2008 2009 2007 2009 2008 2008 ...
## $ SaleType : Factor w/ 9 levels "COD","Con","ConLD",..: 9 9 9 9 9 9 9 9 9 9 ...
## $ SaleCondition: Factor w/ 6 levels "Abnorml","AdjLand",..: 5 5 5 1 5 5 5 5 1 5 ...
## $ SalePrice : int 208500 181500 223500 140000 250000 143000 307000 200000 129900 118000 ...Preprocessing
factor.var = c()
for (i in 1:dim(all)[2]) {
factor.var[i] = is.factor(all[,i])
} # identify what variables are factors
# Changing NA's in Numerical columns to the average of the column
sum(is.na(all[,!factor.var]))## [1] 678colMeans(all[,!factor.var])## Id MSSubClass LotFrontage LotArea OverallQual
## 1.460000e+03 5.713772e+01 NA 1.016811e+04 6.089072e+00
## OverallCond YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1
## 5.564577e+00 1.971313e+03 1.984264e+03 NA NA
## BsmtFinSF2 BsmtUnfSF TotalBsmtSF X1stFlrSF X2ndFlrSF
## NA NA NA 1.159582e+03 3.364837e+02
## LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath
## 4.694416e+00 1.500760e+03 NA NA 1.568003e+00
## HalfBath BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces
## 3.802672e-01 2.860226e+00 1.044536e+00 6.451524e+00 5.971223e-01
## GarageYrBlt GarageCars GarageArea WoodDeckSF OpenPorchSF
## NA NA NA 9.370983e+01 4.748681e+01
## EnclosedPorch X3SsnPorch ScreenPorch PoolArea MiscVal
## 2.309832e+01 2.602261e+00 1.606235e+01 2.251799e+00 5.082597e+01
## MoSold YrSold SalePrice
## 6.213087e+00 2.007793e+03 9.049159e+04# Removing NA Values and replacing them with the mean of the column
all$LotArea <- ifelse(is.na(all$LotArea), mean(LotArea, na.rm=TRUE), train$LotArea)
all$LotFrontage <- ifelse(is.na(all$LotFrontage), mean(all$LotFrontage, na.rm=TRUE), all$LotFrontage)
all$LotFrontage[which(is.na(all$LotFrontage))] <- mean(all$LotFrontage, na.rm=T)
all$MasVnrArea[which(is.na(all$MasVnrArea))] <- mean(all$MasVnrArea, na.rm = T)
all$GarageYrBlt[which(is.na(all$GarageYrBlt))] <- mean(all$GarageYrBlt, na.rm = T)
all$MasVnrArea[which(is.na(all$MasVnrArea))] <- mean(all$MasVnrArea, na.rm=T)
all$BsmtFinSF1[which(is.na(all$BsmtFinSF1))] <- mean(all$BsmtFinSF1, na.rm=T)
all$BsmtFinSF2[which(is.na(all$BsmtFinSF2))] <- mean(all$BsmtFinSF2, na.rm=T)
all$BsmtUnfSF[which(is.na(all$BsmtUnfSF))] <- mean(all$BsmtUnfSF, na.rm=T)
all$TotalBsmtSF[which(is.na(all$TotalBsmtSF))] <- mean(all$TotalBsmtSF, na.rm=T)
all$BsmtFullBath[which(is.na(all$BsmtFullBath))] <- mean(all$BsmtFullBath, na.rm=T)
all$BsmtHalfBath[which(is.na(all$BsmtHalfBath))] <- mean(all$BsmtHalfBath, na.rm=T)
all$GarageArea[which(is.na(all$GarageArea))] <- mean(all$GarageArea, na.rm=T)
all$GarageCars[which(is.na(all$GarageCars))] <- mean(all$GarageCars, na.rm=T)
# Zero NA Values remain in numerical variables
sum(is.na(all[,!factor.var]))## [1] 0sum(is.na(all[,factor.var]))## [1] 13287categorical.index <- c(3,7,10,24,25,26,33,43,54,56,59,75,79)
for (i in categorical.index){
all[is.na(all[,i]),i] <- names(which.max(table(all[,i])))
}
# what vairables that are in this for loop do NOT include in the next code chunk
sum(is.na(all[,factor.var]))## [1] 7476# Categorical-Numerical Cleaning for KNN #
# Exterior Qual & Cond
all$ExterQual = as.numeric(all$ExterQual)-1
all$ExterCond = as.numeric(all$ExterCond)-1
# Bsmt
# transferring all NA Values for BsmtQual into 'None' Values
all$BsmtQual <- factor(all$BsmtQual, levels = c(levels(all$BsmtQual), NA), labels = c(levels(all$BsmtQual), 'None'), exclude = NULL)
all$BsmtQual <- as.numeric(all$BsmtQual)-1
all$BsmtCond <- factor(all$BsmtCond, levels = c(levels(all$BsmtCond), NA), labels = c(levels(all$BsmtCond), 'None'), exclude = NULL)
all$BsmtCond <- as.numeric(all$BsmtCond)-1
all$BsmtFinType1 <- factor(all$BsmtFinType1, levels = c(levels(all$BsmtFinType1), NA), labels = c(levels(all$BsmtFinType1), 'None'), exclude = NULL)
all$BsmtFinType1 <- as.numeric(all$BsmtFinType1)-1
all$BsmtFinType2 <- factor(all$BsmtFinType2, levels = c(levels(all$BsmtFinType2), NA), labels = c(levels(all$BsmtFinType2), 'None'), exclude = NULL)
all$BsmtFinType2 <- as.numeric(all$BsmtFinType2)-1
all$Fence <- factor(all$Fence, levels = c(levels(all$Fence), NA), labels = c(levels(all$Fence), 'None'), exclude = NULL)
all$Fence <- as.numeric(all$Fence)-1
# Garage Finish, Qual, Cond
all$GarageFinish <- factor(all$GarageFinish, levels = c(levels(all$GarageFinish), NA), labels = c(levels(all$GarageFinish), 'None'), exclude = NULL)
all$GarageFinish <- as.numeric(all$GarageFinish)-1
all$GarageQual <- factor(all$GarageQual, levels = c(levels(all$GarageQual), NA), labels = c(levels(all$GarageQual), 'None'), exclude = NULL)
all$GarageQual <- as.numeric(all$GarageQual)-1
all$GarageCond <- factor(all$GarageCond, levels = c(levels(all$GarageCond), NA), labels = c(levels(all$GarageCond), 'None'), exclude = NULL)
all$GarageCond <- as.numeric(all$GarageCond)-1
#HeatingQC
all$HeatingQC <- factor(all$HeatingQC, levels = c(levels(all$HeatingQC), NA), labels = c(levels(all$HeatingQC), 'None'), exclude = NULL)
all$HeatingQC <- as.numeric(all$HeatingQC)-1
# Pool
all$PoolQC <- factor(all$PoolQC, levels = c(levels(all$PoolQC), NA), labels = c(levels(all$PoolQC), 'None'), exclude = NULL)
all$PoolQC <- as.numeric(all$PoolQC)-1
#FireplaceQu
all$FireplaceQu <- factor(all$FireplaceQu, levels = c(levels(all$FireplaceQu), NA), labels = c(levels(all$FireplaceQu), 'None'), exclude = NULL)
all$FireplaceQu <- as.numeric(all$FireplaceQu)-1
# Central Air
all$CentralAir <- factor(all$CentralAir, levels = c(levels(all$CentralAir), NA), labels = c(levels(all$CentralAir), exclude = NULL))
all$CentralAir <- as.numeric(all$CentralAir)-1
# Kitchen Quality
levels(all$KitchenQual) <- contrasts(all$KitchenQual)[,1]
all$KitchenQual <- as.numeric(all$KitchenQual)-1
sum(is.na(all[,!factor.var]))## [1] 0sum(is.na(all[,factor.var]))## [1] 0# Convert into matrix to reduce
all <- all[,-1]
all <- model.matrix(SalePrice~., data = all)[,-1]
#seperate train and test
# combine train and test and then perform preprocessing
# then seperate train from test
train_knn_actual <- all[1:1460,]
test_knn <- all[1461:nrow(all),]
sum(is.na(train_knn_actual))## [1] 0sum(is.na(test_knn))## [1] 0KNN
library(FNN)
#y_knn <- train_knn_actual$Neighborhood
n_knn <- dim(train_knn_actual)[1]
train_knn2 <- as.matrix(train_knn_actual)
knn_error <- rep(NA, n_knn)
price <- train$SalePrice
for (i in (1:n_knn)){
knn_proj <- knn.reg(train_knn2[-i,], train_knn2[i,], y = price[-i], k=1)
knn_error[i] <- as.numeric(price[i] - knn_proj$pred)^2
}
knn_error1 <- knn_error
sqrt(mean(knn_error1))## [1] 55777.68for (i in (1:n_knn)){
knn_proj <- knn.reg(train_knn2[-i,], train_knn2[i,], y = train_knn$SalePrice[-i], k=5)
knn_error[i] <- as.numeric(price[i] - knn_proj$pred)^2
}
knn_error2 <- knn_error
sqrt(mean(knn_error2)) #estimated test error ### [1] 46177.47for (i in (1:n_knn)){
knn_proj <- knn.reg(train_knn2[-i,], train_knn2[i,], y = train_knn$SalePrice[-i], k=10)
knn_error[i] <- as.numeric(price[i] - knn_proj$pred)^2
}
knn_error3 <- knn_error
sqrt(mean(knn_error3)) ## [1] 46183.97for (i in (1:n_knn)){
knn_proj <- knn.reg(train_knn2[-i,], train_knn2[i,], y = train_knn$SalePrice[-i], k=100)
knn_error[i] <- as.numeric(price[i] - knn_proj$pred)^2
}
knn_error4 <- knn_error
sqrt(mean(knn_error4)) ## [1] 57136.44# Prediction Knn
# use knn function, with training and test with best choice for k, plug result into kaggle to get error
n_pred <- dim(all)[1]
library(FNN)
knn_pred <- knn.reg(train_knn2, test_knn, y = price, k=5)
#knn_pred
knn_csv <- knn_pred$pred
knn_csv <- cbind("Id"=1461:2919, "SalePrice" = knn_csv)
write.csv(knn_csv, file = "knn_pred_midterm.csv", row.names = FALSE)
KNN Prediction
Linear Regression
In order to complete linear regression, the residual diagnostics must all be thoroughly checked.
par(mfrow=c(2,2))
train_linear2 <- data.frame(train_knn_actual)
test_linear <- data.frame(test_knn)
#test_linear[1460,] <- 0
# Step 1: Residual Plot
fit_lm <- lm(price~., data = train_linear2) #linear regression
lm_mse <- mean(fit_lm$residuals^2) #Mean Squared Error
coef(fit_lm) # coefficients## (Intercept) MSSubClass MSZoningFV
## -1.484002e+06 -3.608527e+01 2.892992e+04
## MSZoningRH MSZoningRL MSZoningRM
## 2.731238e+04 2.749108e+04 2.411087e+04
## LotFrontage LotArea StreetPave
## 4.861592e+01 6.275932e-01 3.575051e+04
## AlleyPave LotShapeIR2 LotShapeIR3
## 6.299948e+02 7.870857e+03 9.924798e+02
## LotShapeReg LandContourHLS LandContourLow
## 1.772765e+03 1.024827e+04 -9.349375e+03
## LandContourLvl UtilitiesNoSeWa LotConfigCulDSac
## 6.672983e+03 -3.376681e+04 8.268501e+03
## LotConfigFR2 LotConfigFR3 LotConfigInside
## -5.895718e+03 -9.070388e+03 -5.057491e+02
## LandSlopeMod LandSlopeSev NeighborhoodBlueste
## 4.430160e+03 -2.922917e+04 6.263705e+03
## NeighborhoodBrDale NeighborhoodBrkSide NeighborhoodClearCr
## 1.104258e+04 -1.609306e+03 -1.203946e+04
## NeighborhoodCollgCr NeighborhoodCrawfor NeighborhoodEdwards
## -1.244356e+04 8.244857e+03 -1.556711e+04
## NeighborhoodGilbert NeighborhoodIDOTRR NeighborhoodMeadowV
## -1.387111e+04 -6.157616e+03 -2.574671e+03
## NeighborhoodMitchel NeighborhoodNAmes NeighborhoodNoRidge
## -1.639694e+04 -1.321949e+04 1.996883e+04
## NeighborhoodNPkVill NeighborhoodNridgHt NeighborhoodNWAmes
## 1.165662e+04 2.557058e+04 -1.759739e+04
## NeighborhoodOldTown NeighborhoodSawyer NeighborhoodSawyerW
## -1.144266e+04 -6.327393e+03 -7.609745e+03
## NeighborhoodSomerst NeighborhoodStoneBr NeighborhoodSWISU
## -1.403730e+03 3.954461e+04 -8.509820e+03
## NeighborhoodTimber NeighborhoodVeenker Condition1Feedr
## -1.045239e+04 -4.618176e+03 3.773339e+03
## Condition1Norm Condition1PosA Condition1PosN
## 1.381784e+04 8.892960e+03 1.066977e+04
## Condition1RRAe Condition1RRAn Condition1RRNe
## -1.563657e+04 1.162806e+04 -6.522861e+03
## Condition1RRNn Condition2Feedr Condition2Norm
## 5.682228e+03 -1.765511e+04 -1.099199e+04
## Condition2PosA Condition2PosN Condition2RRAe
## 3.051823e+04 -2.359131e+05 -1.191903e+05
## Condition2RRAn Condition2RRNn BldgType2fmCon
## -7.058951e+03 -6.278030e+03 -4.552325e+03
## BldgTypeDuplex BldgTypeTwnhs BldgTypeTwnhsE
## -4.269773e+03 -2.601818e+04 -2.126280e+04
## HouseStyle1.5Unf HouseStyle1Story HouseStyle2.5Fin
## 1.351182e+04 9.301008e+03 -1.682327e+04
## HouseStyle2.5Unf HouseStyle2Story HouseStyleSFoyer
## -9.932453e+03 -5.508258e+03 7.870577e+02
## HouseStyleSLvl OverallQual OverallCond
## 4.935022e+03 7.447847e+03 5.395882e+03
## YearBuilt YearRemodAdd RoofStyleGable
## 2.453574e+02 7.937254e+01 -3.577244e+02
## RoofStyleGambrel RoofStyleHip RoofStyleMansard
## 3.000835e+03 2.088292e+03 1.320442e+04
## RoofStyleShed RoofMatlCompShg RoofMatlMembran
## 8.332675e+04 6.442739e+05 7.170764e+05
## RoofMatlMetal RoofMatlRoll RoofMatlTar.Grv
## 6.883194e+05 6.298587e+05 6.401252e+05
## RoofMatlWdShake RoofMatlWdShngl Exterior1stAsphShn
## 6.120443e+05 7.190898e+05 -1.487996e+04
## Exterior1stBrkComm Exterior1stBrkFace Exterior1stCBlock
## -1.196457e+04 4.107697e+03 -2.083059e+04
## Exterior1stCemntBd Exterior1stHdBoard Exterior1stImStucc
## -1.326724e+04 -1.567823e+04 -4.620988e+04
## Exterior1stMetalSd Exterior1stPlywood Exterior1stStone
## -8.403358e+03 -1.842771e+04 6.430564e+03
## Exterior1stStucco Exterior1stVinylSd Exterior1stWd.Sdng
## -8.549836e+03 -1.834568e+04 -1.616129e+04
## Exterior1stWdShing Exterior2ndAsphShn Exterior2ndBrk.Cmn
## -8.479458e+03 9.690189e+03 1.740946e+04
## Exterior2ndBrkFace Exterior2ndCBlock Exterior2ndCmentBd
## 6.677504e+03 NA 1.849523e+04
## Exterior2ndHdBoard Exterior2ndImStucc Exterior2ndMetalSd
## 9.494672e+03 2.850790e+04 8.166324e+03
## Exterior2ndOther Exterior2ndPlywood Exterior2ndStone
## -2.334466e+04 1.002840e+04 -9.628482e+02
## Exterior2ndStucco Exterior2ndVinylSd Exterior2ndWd.Sdng
## 4.503541e+03 1.478551e+04 1.251206e+04
## Exterior2ndWd.Shng MasVnrTypeBrkFace MasVnrTypeNone
## 5.131118e+03 6.923108e+03 1.252417e+04
## MasVnrTypeStone MasVnrArea ExterQual
## 1.262539e+04 2.664219e+01 -9.185168e+03
## ExterCond FoundationCBlock FoundationPConc
## 4.617981e+02 3.015346e+03 2.799758e+03
## FoundationSlab FoundationStone FoundationWood
## 1.298622e+04 -3.765124e+02 -3.333693e+04
## BsmtQual BsmtCond BsmtExposureGd
## -6.250551e+03 1.538774e+03 1.398749e+04
## BsmtExposureMn BsmtExposureNo BsmtFinType1
## -5.236049e+03 -6.752251e+03 5.002453e+02
## BsmtFinSF1 BsmtFinType2 BsmtFinSF2
## 3.313015e+01 3.928547e+02 2.212413e+01
## BsmtUnfSF TotalBsmtSF HeatingGasA
## 1.175068e+01 NA -1.348059e+04
## HeatingGasW HeatingGrav HeatingOthW
## -1.789728e+04 -1.982961e+04 -4.899959e+04
## HeatingWall HeatingQC CentralAir
## -6.172085e+03 -7.781364e+02 -1.607746e+03
## ElectricalFuseF ElectricalFuseP ElectricalMix
## -8.739560e+02 -1.276236e+04 -2.520091e+03
## ElectricalSBrkr X1stFlrSF X2ndFlrSF
## -2.365700e+03 5.120380e+01 6.500751e+01
## LowQualFinSF GrLivArea BsmtFullBath
## 2.429324e+01 NA 1.252990e+03
## BsmtHalfBath FullBath HalfBath
## -8.847799e+02 1.311402e+03 1.382177e+03
## BedroomAbvGr KitchenAbvGr KitchenQual
## -5.204909e+03 -1.428945e+04 4.309891e+03
## TotRmsAbvGrd FunctionalMaj2 FunctionalMin1
## 2.811432e+03 -4.213998e+03 5.520301e+03
## FunctionalMin2 FunctionalMod FunctionalSev
## 1.006086e+04 -2.163460e+03 -4.360019e+04
## FunctionalTyp Fireplaces FireplaceQu
## 2.069686e+04 4.408029e+03 9.268169e+02
## GarageTypeAttchd GarageTypeBasment GarageTypeBuiltIn
## 8.660299e+03 1.196308e+04 9.416257e+03
## GarageTypeCarPort GarageTypeDetchd GarageYrBlt
## 9.101827e+03 1.243398e+04 4.623178e+01
## GarageFinish GarageCars GarageArea
## 5.910287e+02 2.966854e+03 1.398401e+01
## GarageQual GarageCond PavedDriveP
## 7.067648e+02 1.552342e+03 -3.144683e+03
## PavedDriveY WoodDeckSF OpenPorchSF
## -1.265625e+03 9.940060e+00 1.138560e+01
## EnclosedPorch X3SsnPorch ScreenPorch
## -2.902379e+00 3.496263e+01 4.137241e+01
## PoolArea PoolQC Fence
## 3.160946e+01 -2.352401e+04 4.506127e+02
## MiscFeatureOthr MiscFeatureShed MiscFeatureTenC
## 2.456895e+04 2.496417e+04 -7.371091e+04
## MiscVal MoSold YrSold
## 1.542723e+00 -5.375319e+02 3.056169e+01
## SaleTypeCon SaleTypeConLD SaleTypeConLI
## 3.346400e+04 1.646560e+04 6.225294e+03
## SaleTypeConLw SaleTypeCWD SaleTypeNew
## 3.771646e+03 2.112341e+04 2.345730e+04
## SaleTypeOth SaleTypeWD SaleConditionAdjLand
## 1.013583e+04 2.074627e+03 1.099767e+04
## SaleConditionAlloca SaleConditionFamily SaleConditionNormal
## 1.694659e+03 -2.585602e+03 4.673864e+03
## SaleConditionPartial
## 5.196040e+02#par(mfrow=c(2,2))
plot(fit_lm)## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387
## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
# Log Transformation
par(mfrow=c(2,2))
fit_lm_log <- lm((log(price))~., data=train_linear2)
plot(fit_lm_log)## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387
## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
# Square Root Transformation
fit_lm_sqrt <- lm((sqrt(price))~., data=train_linear2)
plot(fit_lm_sqrt)## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387
## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
# Squared Transformation
fit_lm_squared <- lm((price^2)~., data=train_linear2)
plot(fit_lm_squared)## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387
## Warning: not plotting observations with leverage one:
## 121, 272, 347, 584, 596, 667, 945, 1004, 1012, 1188, 1231, 1271, 1276, 1299, 1322, 1371, 1387
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
True Test Error
# Prediction
#Implementing New Linear Regression
library(boot)
new_fit_lm <- lm(log(price)~., data = train_linear2)
lm_prediction <- exp(predict(new_fit_lm, test_linear)) #this yields the true test error, plug into kaggle to get score## Warning in predict.lm(new_fit_lm, test_linear): prediction from a rank-
## deficient fit may be misleadinglm_csv <- cbind("Id"=1461:2919, "SalePrice" = lm_prediction)
write.csv(lm_csv, file = "lm.csv", row.names = FALSE)
Linear Regression Prediction
Linear Regression Prediction Comments:
Although linear regression is a simple method, it is very important. My response in the prediction is the SalePrice. This is what I want to caluclate and gauge my error. My prediction for Linear Regression is one of the best in my report with 0.14058.
Estimated Test Error: Linear Regression
# use hw3 cv.glm to check for estimated test error.
train_linear3 <- cbind(train_linear2, price)
linear_control <- trainControl(method="cv", number = 10)
lm_fit2 <- train(log(price)~., data = train_linear3, method="lm", trControl = linear_control)## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleading
## Warning in predict.lm(modelFit, newdata): prediction from a rank-deficient
## fit may be misleadingprint(lm_fit2)## Linear Regression
##
## 1460 samples
## 210 predictor
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1315, 1313, 1315, 1313, 1315, 1314, ...
## Resampling results:
##
## RMSE Rsquared MAE
## 0.1911088 0.7909613 0.09352571
##
## Tuning parameter 'intercept' was held constant at a value of TRUESubset Selection
library(ISLR)
library(leaps)
train_best <- regsubsets(price~., data = data.frame(train_knn_actual), nvmax = 3, really.big = T)## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:train_best_summary <- summary(train_best)
head(train_best_summary)## $which
## (Intercept) MSSubClass MSZoningFV MSZoningRH MSZoningRL MSZoningRM
## 1 TRUE FALSE FALSE FALSE FALSE FALSE
## 2 TRUE FALSE FALSE FALSE FALSE FALSE
## 3 TRUE FALSE FALSE FALSE FALSE FALSE
## 4 TRUE FALSE FALSE FALSE FALSE FALSE
## LotFrontage LotArea StreetPave AlleyPave LotShapeIR2 LotShapeIR3
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## LotShapeReg LandContourHLS LandContourLow LandContourLvl UtilitiesNoSeWa
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## LotConfigCulDSac LotConfigFR2 LotConfigFR3 LotConfigInside LandSlopeMod
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## LandSlopeSev NeighborhoodBlueste NeighborhoodBrDale NeighborhoodBrkSide
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## NeighborhoodClearCr NeighborhoodCollgCr NeighborhoodCrawfor
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## NeighborhoodEdwards NeighborhoodGilbert NeighborhoodIDOTRR
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## NeighborhoodMeadowV NeighborhoodMitchel NeighborhoodNAmes
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## NeighborhoodNoRidge NeighborhoodNPkVill NeighborhoodNridgHt
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## NeighborhoodNWAmes NeighborhoodOldTown NeighborhoodSawyer
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## NeighborhoodSawyerW NeighborhoodSomerst NeighborhoodStoneBr
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## NeighborhoodSWISU NeighborhoodTimber NeighborhoodVeenker Condition1Feedr
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Condition1Norm Condition1PosA Condition1PosN Condition1RRAe
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Condition1RRAn Condition1RRNe Condition1RRNn Condition2Feedr
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Condition2Norm Condition2PosA Condition2PosN Condition2RRAe
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Condition2RRAn Condition2RRNn BldgType2fmCon BldgTypeDuplex
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## BldgTypeTwnhs BldgTypeTwnhsE HouseStyle1.5Unf HouseStyle1Story
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## HouseStyle2.5Fin HouseStyle2.5Unf HouseStyle2Story HouseStyleSFoyer
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## HouseStyleSLvl OverallQual OverallCond YearBuilt YearRemodAdd
## 1 FALSE TRUE FALSE FALSE FALSE
## 2 FALSE TRUE FALSE FALSE FALSE
## 3 FALSE TRUE FALSE FALSE FALSE
## 4 FALSE TRUE FALSE FALSE FALSE
## RoofStyleGable RoofStyleGambrel RoofStyleHip RoofStyleMansard
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## RoofStyleShed RoofMatlCompShg RoofMatlMembran RoofMatlMetal RoofMatlRoll
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## RoofMatlTar.Grv RoofMatlWdShake RoofMatlWdShngl Exterior1stAsphShn
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Exterior1stBrkComm Exterior1stBrkFace Exterior1stCBlock
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## Exterior1stCemntBd Exterior1stHdBoard Exterior1stImStucc
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## Exterior1stMetalSd Exterior1stPlywood Exterior1stStone Exterior1stStucco
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Exterior1stVinylSd Exterior1stWd.Sdng Exterior1stWdShing
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## Exterior2ndAsphShn Exterior2ndBrk.Cmn Exterior2ndBrkFace
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## Exterior2ndCBlock Exterior2ndCmentBd Exterior2ndHdBoard
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## Exterior2ndImStucc Exterior2ndMetalSd Exterior2ndOther
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## Exterior2ndPlywood Exterior2ndStone Exterior2ndStucco Exterior2ndVinylSd
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## Exterior2ndWd.Sdng Exterior2ndWd.Shng MasVnrTypeBrkFace MasVnrTypeNone
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## MasVnrTypeStone MasVnrArea ExterQual ExterCond FoundationCBlock
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE TRUE FALSE FALSE
## FoundationPConc FoundationSlab FoundationStone FoundationWood BsmtQual
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## BsmtCond BsmtExposureGd BsmtExposureMn BsmtExposureNo BsmtFinType1
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF HeatingGasA
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 TRUE FALSE FALSE FALSE FALSE FALSE
## 4 TRUE FALSE FALSE FALSE FALSE FALSE
## HeatingGasW HeatingGrav HeatingOthW HeatingWall HeatingQC CentralAir
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## ElectricalFuseF ElectricalFuseP ElectricalMix ElectricalSBrkr X1stFlrSF
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## X2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE TRUE FALSE FALSE FALSE
## 3 FALSE FALSE TRUE FALSE FALSE FALSE
## 4 FALSE FALSE TRUE FALSE FALSE FALSE
## HalfBath BedroomAbvGr KitchenAbvGr KitchenQual TotRmsAbvGrd
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## FunctionalMaj2 FunctionalMin1 FunctionalMin2 FunctionalMod FunctionalSev
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## FunctionalTyp Fireplaces FireplaceQu GarageTypeAttchd GarageTypeBasment
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## GarageTypeBuiltIn GarageTypeCarPort GarageTypeDetchd GarageYrBlt
## 1 FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE
## GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDriveP
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## PavedDriveY WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch ScreenPorch
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## PoolArea PoolQC Fence MiscFeatureOthr MiscFeatureShed MiscFeatureTenC
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## MiscVal MoSold YrSold SaleTypeCon SaleTypeConLD SaleTypeConLI
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## SaleTypeConLw SaleTypeCWD SaleTypeNew SaleTypeOth SaleTypeWD
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## SaleConditionAdjLand SaleConditionAlloca SaleConditionFamily
## 1 FALSE FALSE FALSE
## 2 FALSE FALSE FALSE
## 3 FALSE FALSE FALSE
## 4 FALSE FALSE FALSE
## SaleConditionNormal SaleConditionPartial
## 1 FALSE FALSE
## 2 FALSE FALSE
## 3 FALSE FALSE
## 4 FALSE FALSE
##
## $rsq
## [1] 0.6256519 0.7141732 0.7459490 0.7686903
##
## $rss
## [1] 3.446964e+12 2.631868e+12 2.339279e+12 2.129879e+12
##
## $adjr2
## [1] 0.6253951 0.7137809 0.7454255 0.7680544
##
## $cp
## [1] 4557.172 3137.250 2628.834 2265.539
##
## $bic
## [1] -1419.979 -1806.601 -1971.377 -2101.006# Cannot run, past nvmax = 5, get error that forces me to terminate R. Best Subset
# Best Methods
par(mfrow=c(2,2))
plot(train_best_summary$rss, type = "b", ylab = "rss")
plot(train_best_summary$cp, type = "b", ylab = "cp")
points(4, train_best_summary$cp[4], col = "red", cex = 2, pch = 20)
which.min(train_best_summary$cp)## [1] 4plot(train_best_summary$bic, type = "b", ylab = "bic")
which.min(train_best_summary$bic)## [1] 4points(4, train_best_summary$bic[4], type = "b", col = "green", cex=2, pch = 20)
plot(train_best_summary$adjr2, type = "b", ylab = "adjr2")
which.max(train_best_summary$adjr2)## [1] 4points(4, train_best_summary$adjr2[4], col = "blue", cex = 2, pch=20)
Prediction Step: Best
predict_regsub <- function(test, newdata, id){
form <- as.formula(test$call[[2]])
mat <- model.matrix(~., newdata)
coefic <- coef(test, id = id)
xvars <- names(coefic)
return(mat[,xvars]%*%coefic)
}
best_rss <- predict_regsub(train_best, newdata=data.frame(test_knn), id=which.min(train_best_summary$rss))
best_bic <- predict_regsub(train_best, newdata = data.frame(test_knn), id=which.min(train_best_summary$bic))
best_cp <- predict_regsub(train_best, newdata=data.frame(test_knn),id=which.min(train_best_summary$cp))
best_adjr2 <- predict_regsub(train_best, newdata=data.frame(test_knn),id= which.max(train_best_summary$adjr2))
# Converting to .csv file
bestrss_csv <- cbind("Id"=1461:2919, "SalePrice" = best_rss)
write.csv(bestrss_csv, file = "best_rss_pred_midterm.csv", row.names = FALSE)
bestbic_csv <- cbind("Id"=1461:2919, "SalePrice" = best_bic)
write.csv(bestbic_csv, file = "best_bic_pred_midterm.csv", row.names = FALSE)
bestcp_csv <- cbind("Id"=1461:2919, "SalePrice" = best_cp)
write.csv(bestcp_csv, file = "best_cp_pred_midterm.csv", row.names = FALSE)
bestadjr2_csv <- cbind("Id"=1461:2919, "SalePrice" = best_adjr2)
write.csv(bestadjr2_csv, file = "best_adjr2_pred_midterm.csv", row.names = FALSE)Estimated Test Error: Best
library(leaps)
library(boot)
train_linear4 <- cbind(train_linear2, price)
cv_error_best <- rep(0,5)
for (i in 1:10){
glm_fit2 <- glm(price~., data = train_linear4)
cv_error_best[i] <- cv.glm(train_linear4, glm_fit2, K=10)$delta[1]
}## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleading
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleadingmean(cv_error_best)## [1] 2321055386Results
Best: RSS
Best: BIC
Best: Cp
Best: Adjr2
Best Subset Method Comments
The scores for the BIC, CP, and Adjr2 are all very bad and indicate a large error in the predicted housing prices. The trouble with the best subset method is that a low RSS or a high R^2 indicates a model with a low training error, when there must be a low test error. The results indicate that this method does not produce an accurate prediction for the housing prices. The major negative that Best Subset has is that there are 2^p possible models.
Forward Stepwise
forward <- regsubsets(price~., data = data.frame(train_knn_actual), nvmax=150, method = "forward")## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:forward_summary <- summary(forward)
forward_summary## Subset selection object
## Call: regsubsets.formula(price ~ ., data = data.frame(train_knn_actual),
## nvmax = 150, method = "forward")
## 210 Variables (and intercept)
## Forced in Forced out
## MSSubClass FALSE FALSE
## MSZoningFV FALSE FALSE
## MSZoningRH FALSE FALSE
## MSZoningRL FALSE FALSE
## MSZoningRM FALSE FALSE
## LotFrontage FALSE FALSE
## LotArea FALSE FALSE
## StreetPave FALSE FALSE
## AlleyPave FALSE FALSE
## LotShapeIR2 FALSE FALSE
## LotShapeIR3 FALSE FALSE
## LotShapeReg FALSE FALSE
## LandContourHLS FALSE FALSE
## LandContourLow FALSE FALSE
## LandContourLvl FALSE FALSE
## UtilitiesNoSeWa FALSE FALSE
## LotConfigCulDSac FALSE FALSE
## LotConfigFR2 FALSE FALSE
## LotConfigFR3 FALSE FALSE
## LotConfigInside FALSE FALSE
## LandSlopeMod FALSE FALSE
## LandSlopeSev FALSE FALSE
## NeighborhoodBlueste FALSE FALSE
## NeighborhoodBrDale FALSE FALSE
## NeighborhoodBrkSide FALSE FALSE
## NeighborhoodClearCr FALSE FALSE
## NeighborhoodCollgCr FALSE FALSE
## NeighborhoodCrawfor FALSE FALSE
## NeighborhoodEdwards FALSE FALSE
## NeighborhoodGilbert FALSE FALSE
## NeighborhoodIDOTRR FALSE FALSE
## NeighborhoodMeadowV FALSE FALSE
## NeighborhoodMitchel FALSE FALSE
## NeighborhoodNAmes FALSE FALSE
## NeighborhoodNoRidge FALSE FALSE
## NeighborhoodNPkVill FALSE FALSE
## NeighborhoodNridgHt FALSE FALSE
## NeighborhoodNWAmes FALSE FALSE
## NeighborhoodOldTown FALSE FALSE
## NeighborhoodSawyer FALSE FALSE
## NeighborhoodSawyerW FALSE FALSE
## NeighborhoodSomerst FALSE FALSE
## NeighborhoodStoneBr FALSE FALSE
## NeighborhoodSWISU FALSE FALSE
## NeighborhoodTimber FALSE FALSE
## NeighborhoodVeenker FALSE FALSE
## Condition1Feedr FALSE FALSE
## Condition1Norm FALSE FALSE
## Condition1PosA FALSE FALSE
## Condition1PosN FALSE FALSE
## Condition1RRAe FALSE FALSE
## Condition1RRAn FALSE FALSE
## Condition1RRNe FALSE FALSE
## Condition1RRNn FALSE FALSE
## Condition2Feedr FALSE FALSE
## Condition2Norm FALSE FALSE
## Condition2PosA FALSE FALSE
## Condition2PosN FALSE FALSE
## Condition2RRAe FALSE FALSE
## Condition2RRAn FALSE FALSE
## Condition2RRNn FALSE FALSE
## BldgType2fmCon FALSE FALSE
## BldgTypeDuplex FALSE FALSE
## BldgTypeTwnhs FALSE FALSE
## BldgTypeTwnhsE FALSE FALSE
## HouseStyle1.5Unf FALSE FALSE
## HouseStyle1Story FALSE FALSE
## HouseStyle2.5Fin FALSE FALSE
## HouseStyle2.5Unf FALSE FALSE
## HouseStyle2Story FALSE FALSE
## HouseStyleSFoyer FALSE FALSE
## HouseStyleSLvl FALSE FALSE
## OverallQual FALSE FALSE
## OverallCond FALSE FALSE
## YearBuilt FALSE FALSE
## YearRemodAdd FALSE FALSE
## RoofStyleGable FALSE FALSE
## RoofStyleGambrel FALSE FALSE
## RoofStyleHip FALSE FALSE
## RoofStyleMansard FALSE FALSE
## RoofStyleShed FALSE FALSE
## RoofMatlCompShg FALSE FALSE
## RoofMatlMembran FALSE FALSE
## RoofMatlMetal FALSE FALSE
## RoofMatlRoll FALSE FALSE
## RoofMatlTar.Grv FALSE FALSE
## RoofMatlWdShake FALSE FALSE
## RoofMatlWdShngl FALSE FALSE
## Exterior1stAsphShn FALSE FALSE
## Exterior1stBrkComm FALSE FALSE
## Exterior1stBrkFace FALSE FALSE
## Exterior1stCBlock FALSE FALSE
## Exterior1stCemntBd FALSE FALSE
## Exterior1stHdBoard FALSE FALSE
## Exterior1stImStucc FALSE FALSE
## Exterior1stMetalSd FALSE FALSE
## Exterior1stPlywood FALSE FALSE
## Exterior1stStone FALSE FALSE
## Exterior1stStucco FALSE FALSE
## Exterior1stVinylSd FALSE FALSE
## Exterior1stWd.Sdng FALSE FALSE
## Exterior1stWdShing FALSE FALSE
## Exterior2ndAsphShn FALSE FALSE
## Exterior2ndBrk.Cmn FALSE FALSE
## Exterior2ndBrkFace FALSE FALSE
## Exterior2ndCmentBd FALSE FALSE
## Exterior2ndHdBoard FALSE FALSE
## Exterior2ndImStucc FALSE FALSE
## Exterior2ndMetalSd FALSE FALSE
## Exterior2ndOther FALSE FALSE
## Exterior2ndPlywood FALSE FALSE
## Exterior2ndStone FALSE FALSE
## Exterior2ndStucco FALSE FALSE
## Exterior2ndVinylSd FALSE FALSE
## Exterior2ndWd.Sdng FALSE FALSE
## Exterior2ndWd.Shng FALSE FALSE
## MasVnrTypeBrkFace FALSE FALSE
## MasVnrTypeNone FALSE FALSE
## MasVnrTypeStone FALSE FALSE
## MasVnrArea FALSE FALSE
## ExterQual FALSE FALSE
## ExterCond FALSE FALSE
## FoundationCBlock FALSE FALSE
## FoundationPConc FALSE FALSE
## FoundationSlab FALSE FALSE
## FoundationStone FALSE FALSE
## FoundationWood FALSE FALSE
## BsmtQual FALSE FALSE
## BsmtCond FALSE FALSE
## BsmtExposureGd FALSE FALSE
## BsmtExposureMn FALSE FALSE
## BsmtExposureNo FALSE FALSE
## BsmtFinType1 FALSE FALSE
## BsmtFinSF1 FALSE FALSE
## BsmtFinType2 FALSE FALSE
## BsmtFinSF2 FALSE FALSE
## BsmtUnfSF FALSE FALSE
## HeatingGasA FALSE FALSE
## HeatingGasW FALSE FALSE
## HeatingGrav FALSE FALSE
## HeatingOthW FALSE FALSE
## HeatingWall FALSE FALSE
## HeatingQC FALSE FALSE
## CentralAir FALSE FALSE
## ElectricalFuseF FALSE FALSE
## ElectricalFuseP FALSE FALSE
## ElectricalMix FALSE FALSE
## ElectricalSBrkr FALSE FALSE
## X1stFlrSF FALSE FALSE
## X2ndFlrSF FALSE FALSE
## LowQualFinSF FALSE FALSE
## BsmtFullBath FALSE FALSE
## BsmtHalfBath FALSE FALSE
## FullBath FALSE FALSE
## HalfBath FALSE FALSE
## BedroomAbvGr FALSE FALSE
## KitchenAbvGr FALSE FALSE
## KitchenQual FALSE FALSE
## TotRmsAbvGrd FALSE FALSE
## FunctionalMaj2 FALSE FALSE
## FunctionalMin1 FALSE FALSE
## FunctionalMin2 FALSE FALSE
## FunctionalMod FALSE FALSE
## FunctionalSev FALSE FALSE
## FunctionalTyp FALSE FALSE
## Fireplaces FALSE FALSE
## FireplaceQu FALSE FALSE
## GarageTypeAttchd FALSE FALSE
## GarageTypeBasment FALSE FALSE
## GarageTypeBuiltIn FALSE FALSE
## GarageTypeCarPort FALSE FALSE
## GarageTypeDetchd FALSE FALSE
## GarageYrBlt FALSE FALSE
## GarageFinish FALSE FALSE
## GarageCars FALSE FALSE
## GarageArea FALSE FALSE
## GarageQual FALSE FALSE
## GarageCond FALSE FALSE
## PavedDriveP FALSE FALSE
## PavedDriveY FALSE FALSE
## WoodDeckSF FALSE FALSE
## OpenPorchSF FALSE FALSE
## EnclosedPorch FALSE FALSE
## X3SsnPorch FALSE FALSE
## ScreenPorch FALSE FALSE
## PoolArea FALSE FALSE
## PoolQC FALSE FALSE
## Fence FALSE FALSE
## MiscFeatureOthr FALSE FALSE
## MiscFeatureShed FALSE FALSE
## MiscFeatureTenC FALSE FALSE
## MiscVal FALSE FALSE
## MoSold FALSE FALSE
## YrSold FALSE FALSE
## SaleTypeCon FALSE FALSE
## SaleTypeConLD FALSE FALSE
## SaleTypeConLI FALSE FALSE
## SaleTypeConLw FALSE FALSE
## SaleTypeCWD FALSE FALSE
## SaleTypeNew FALSE FALSE
## SaleTypeOth FALSE FALSE
## SaleTypeWD FALSE FALSE
## SaleConditionAdjLand FALSE FALSE
## SaleConditionAlloca FALSE FALSE
## SaleConditionFamily FALSE FALSE
## SaleConditionNormal FALSE FALSE
## SaleConditionPartial FALSE FALSE
## Exterior2ndCBlock FALSE FALSE
## TotalBsmtSF FALSE FALSE
## GrLivArea FALSE FALSE
## 1 subsets of each size up to 151
## Selection Algorithm: forward
## MSSubClass MSZoningFV MSZoningRH MSZoningRL MSZoningRM
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
## 3 ( 1 ) " " " " " " " " " "
## 4 ( 1 ) " " " " " " " " " "
## 5 ( 1 ) " " " " " " " " " "
## 6 ( 1 ) "*" " " " " " " " "
## 7 ( 1 ) "*" " " " " " " " "
## 8 ( 1 ) "*" " " " " " " " "
## 9 ( 1 ) "*" " " " " " " " "
## 10 ( 1 ) "*" " " " " " " " "
## 11 ( 1 ) "*" " " " " " " " "
## 12 ( 1 ) "*" " " " " " " " "
## 13 ( 1 ) "*" " " " " " " " "
## 14 ( 1 ) "*" " " " " " " " "
## 15 ( 1 ) "*" " " " " " " " "
## 16 ( 1 ) "*" " " " " " " " "
## 17 ( 1 ) "*" " " " " " " " "
## 18 ( 1 ) "*" " " " " " " " "
## 19 ( 1 ) "*" " " " " " " " "
## 20 ( 1 ) "*" " " " " " " " "
## 21 ( 1 ) "*" " " " " " " " "
## 22 ( 1 ) "*" " " " " " " " "
## 23 ( 1 ) "*" " " " " " " " "
## 24 ( 1 ) "*" " " " " " " " "
## 25 ( 1 ) "*" " " " " " " " "
## 26 ( 1 ) "*" " " " " " " " "
## 27 ( 1 ) "*" " " " " " " " "
## 28 ( 1 ) "*" " " " " " " " "
## 29 ( 1 ) "*" " " " " " " " "
## 30 ( 1 ) "*" " " " " " " " "
## 31 ( 1 ) "*" " " " " " " " "
## 32 ( 1 ) "*" " " " " " " " "
## 33 ( 1 ) "*" " " " " " " " "
## 34 ( 1 ) "*" " " " " " " " "
## 35 ( 1 ) "*" " " " " " " " "
## 36 ( 1 ) "*" " " " " " " " "
## 37 ( 1 ) "*" " " " " " " " "
## 38 ( 1 ) "*" " " " " " " " "
## 39 ( 1 ) "*" " " " " " " " "
## 40 ( 1 ) "*" " " " " " " " "
## 41 ( 1 ) "*" " " " " " " " "
## 42 ( 1 ) "*" " " " " " " " "
## 43 ( 1 ) "*" " " " " " " " "
## 44 ( 1 ) "*" " " " " " " " "
## 45 ( 1 ) "*" " " " " " " " "
## 46 ( 1 ) "*" " " " " " " " "
## 47 ( 1 ) "*" " " " " " " " "
## 48 ( 1 ) "*" " " " " " " " "
## 49 ( 1 ) "*" " " " " " " " "
## 50 ( 1 ) "*" " " " " " " " "
## 51 ( 1 ) "*" " " " " " " " "
## 52 ( 1 ) "*" " " " " " " " "
## 53 ( 1 ) "*" " " " " " " " "
## 54 ( 1 ) "*" " " " " " " " "
## 55 ( 1 ) "*" " " " " " " " "
## 56 ( 1 ) "*" " " " " " " " "
## 57 ( 1 ) "*" " " " " " " " "
## 58 ( 1 ) "*" " " " " " " " "
## 59 ( 1 ) "*" " " " " " " " "
## 60 ( 1 ) "*" " " " " " " " "
## 61 ( 1 ) "*" " " " " " " " "
## 62 ( 1 ) "*" " " " " "*" " "
## 63 ( 1 ) "*" " " " " "*" " "
## 64 ( 1 ) "*" " " " " "*" " "
## 65 ( 1 ) "*" " " " " "*" " "
## 66 ( 1 ) "*" " " " " "*" " "
## 67 ( 1 ) "*" " " " " "*" " "
## 68 ( 1 ) "*" " " " " "*" " "
## 69 ( 1 ) "*" " " " " "*" " "
## 70 ( 1 ) "*" " " " " "*" " "
## 71 ( 1 ) "*" " " " " "*" " "
## 72 ( 1 ) "*" " " " " "*" " "
## 73 ( 1 ) "*" " " " " "*" " "
## 74 ( 1 ) "*" " " " " "*" " "
## 75 ( 1 ) "*" " " " " "*" " "
## 76 ( 1 ) "*" " " " " "*" " "
## 77 ( 1 ) "*" " " " " "*" " "
## 78 ( 1 ) "*" " " " " "*" " "
## 79 ( 1 ) "*" " " " " "*" " "
## 80 ( 1 ) "*" " " " " "*" " "
## 81 ( 1 ) "*" " " " " "*" " "
## 82 ( 1 ) "*" " " " " "*" " "
## 83 ( 1 ) "*" " " " " "*" " "
## 84 ( 1 ) "*" " " " " "*" " "
## 85 ( 1 ) "*" " " " " "*" " "
## 86 ( 1 ) "*" " " " " "*" " "
## 87 ( 1 ) "*" " " " " "*" " "
## 88 ( 1 ) "*" " " " " "*" " "
## 89 ( 1 ) "*" " " " " "*" " "
## 90 ( 1 ) "*" " " " " "*" " "
## 91 ( 1 ) "*" " " " " "*" " "
## 92 ( 1 ) "*" " " " " "*" " "
## 93 ( 1 ) "*" " " " " "*" " "
## 94 ( 1 ) "*" " " " " "*" " "
## 95 ( 1 ) "*" " " " " "*" " "
## 96 ( 1 ) "*" " " " " "*" " "
## 97 ( 1 ) "*" " " " " "*" " "
## 98 ( 1 ) "*" " " " " "*" " "
## 99 ( 1 ) "*" " " " " "*" " "
## 100 ( 1 ) "*" " " " " "*" " "
## 101 ( 1 ) "*" " " " " "*" " "
## 102 ( 1 ) "*" " " " " "*" " "
## 103 ( 1 ) "*" " " " " "*" " "
## 104 ( 1 ) "*" " " " " "*" " "
## 105 ( 1 ) "*" " " " " "*" " "
## 106 ( 1 ) "*" " " " " "*" " "
## 107 ( 1 ) "*" " " " " "*" " "
## 108 ( 1 ) "*" " " " " "*" " "
## 109 ( 1 ) "*" " " " " "*" " "
## 110 ( 1 ) "*" " " " " "*" " "
## 111 ( 1 ) "*" " " " " "*" " "
## 112 ( 1 ) "*" " " " " "*" " "
## 113 ( 1 ) "*" " " " " "*" " "
## 114 ( 1 ) "*" " " " " "*" " "
## 115 ( 1 ) "*" " " " " "*" " "
## 116 ( 1 ) "*" " " " " "*" " "
## 117 ( 1 ) "*" " " " " "*" " "
## 118 ( 1 ) "*" " " " " "*" " "
## 119 ( 1 ) "*" " " " " "*" " "
## 120 ( 1 ) "*" " " " " "*" " "
## 121 ( 1 ) "*" " " " " "*" " "
## 122 ( 1 ) "*" " " " " "*" " "
## 123 ( 1 ) "*" " " " " "*" " "
## 124 ( 1 ) "*" " " " " "*" "*"
## 125 ( 1 ) "*" "*" " " "*" "*"
## 126 ( 1 ) "*" "*" "*" "*" "*"
## 127 ( 1 ) "*" "*" "*" "*" "*"
## 128 ( 1 ) "*" "*" "*" "*" "*"
## 129 ( 1 ) "*" "*" "*" "*" "*"
## 130 ( 1 ) "*" "*" "*" "*" "*"
## 131 ( 1 ) "*" "*" "*" "*" "*"
## 132 ( 1 ) "*" "*" "*" "*" "*"
## 133 ( 1 ) "*" "*" "*" "*" "*"
## 134 ( 1 ) "*" "*" "*" "*" "*"
## 135 ( 1 ) "*" "*" "*" "*" "*"
## 136 ( 1 ) "*" "*" "*" "*" "*"
## 137 ( 1 ) "*" "*" "*" "*" "*"
## 138 ( 1 ) "*" "*" "*" "*" "*"
## 139 ( 1 ) "*" "*" "*" "*" "*"
## 140 ( 1 ) "*" "*" "*" "*" "*"
## 141 ( 1 ) "*" "*" "*" "*" "*"
## 142 ( 1 ) "*" "*" "*" "*" "*"
## 143 ( 1 ) "*" "*" "*" "*" "*"
## 144 ( 1 ) "*" "*" "*" "*" "*"
## 145 ( 1 ) "*" "*" "*" "*" "*"
## 146 ( 1 ) "*" "*" "*" "*" "*"
## 147 ( 1 ) "*" "*" "*" "*" "*"
## 148 ( 1 ) "*" "*" "*" "*" "*"
## 149 ( 1 ) "*" "*" "*" "*" "*"
## 150 ( 1 ) "*" "*" "*" "*" "*"
## 151 ( 1 ) "*" "*" "*" "*" "*"
## LotFrontage LotArea StreetPave AlleyPave LotShapeIR2
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
## 3 ( 1 ) " " " " " " " " " "
## 4 ( 1 ) " " " " " " " " " "
## 5 ( 1 ) " " " " " " " " " "
## 6 ( 1 ) " " " " " " " " " "
## 7 ( 1 ) " " " " " " " " " "
## 8 ( 1 ) " " " " " " " " " "
## 9 ( 1 ) " " " " " " " " " "
## 10 ( 1 ) " " " " " " " " " "
## 11 ( 1 ) " " " " " " " " " "
## 12 ( 1 ) " " " " " " " " " "
## 13 ( 1 ) " " " " " " " " " "
## 14 ( 1 ) " " " " " " " " " "
## 15 ( 1 ) " " " " " " " " " "
## 16 ( 1 ) " " " " " " " " " "
## 17 ( 1 ) " " " " " " " " " "
## 18 ( 1 ) " " "*" " " " " " "
## 19 ( 1 ) " " "*" " " " " " "
## 20 ( 1 ) " " "*" " " " " " "
## 21 ( 1 ) " " "*" " " " " " "
## 22 ( 1 ) " " "*" " " " " " "
## 23 ( 1 ) " " "*" " " " " " "
## 24 ( 1 ) " " "*" " " " " " "
## 25 ( 1 ) " " "*" " " " " " "
## 26 ( 1 ) " " "*" " " " " " "
## 27 ( 1 ) " " "*" " " " " " "
## 28 ( 1 ) " " "*" " " " " " "
## 29 ( 1 ) " " "*" " " " " " "
## 30 ( 1 ) " " "*" " " " " " "
## 31 ( 1 ) " " "*" " " " " " "
## 32 ( 1 ) " " "*" " " " " " "
## 33 ( 1 ) " " "*" " " " " " "
## 34 ( 1 ) " " "*" "*" " " " "
## 35 ( 1 ) " " "*" "*" " " " "
## 36 ( 1 ) " " "*" "*" " " " "
## 37 ( 1 ) " " "*" "*" " " " "
## 38 ( 1 ) " " "*" "*" " " " "
## 39 ( 1 ) " " "*" "*" " " " "
## 40 ( 1 ) " " "*" "*" " " " "
## 41 ( 1 ) " " "*" "*" " " " "
## 42 ( 1 ) " " "*" "*" " " " "
## 43 ( 1 ) " " "*" "*" " " " "
## 44 ( 1 ) " " "*" "*" " " " "
## 45 ( 1 ) " " "*" "*" " " " "
## 46 ( 1 ) " " "*" "*" " " " "
## 47 ( 1 ) " " "*" "*" " " " "
## 48 ( 1 ) " " "*" "*" " " " "
## 49 ( 1 ) " " "*" "*" " " " "
## 50 ( 1 ) " " "*" "*" " " " "
## 51 ( 1 ) " " "*" "*" " " " "
## 52 ( 1 ) " " "*" "*" " " " "
## 53 ( 1 ) " " "*" "*" " " " "
## 54 ( 1 ) " " "*" "*" " " " "
## 55 ( 1 ) " " "*" "*" " " " "
## 56 ( 1 ) " " "*" "*" " " " "
## 57 ( 1 ) " " "*" "*" " " " "
## 58 ( 1 ) " " "*" "*" " " " "
## 59 ( 1 ) " " "*" "*" " " " "
## 60 ( 1 ) " " "*" "*" " " " "
## 61 ( 1 ) " " "*" "*" " " " "
## 62 ( 1 ) " " "*" "*" " " " "
## 63 ( 1 ) " " "*" "*" " " " "
## 64 ( 1 ) " " "*" "*" " " " "
## 65 ( 1 ) " " "*" "*" " " "*"
## 66 ( 1 ) " " "*" "*" " " "*"
## 67 ( 1 ) " " "*" "*" " " "*"
## 68 ( 1 ) " " "*" "*" " " "*"
## 69 ( 1 ) " " "*" "*" " " "*"
## 70 ( 1 ) "*" "*" "*" " " "*"
## 71 ( 1 ) "*" "*" "*" " " "*"
## 72 ( 1 ) "*" "*" "*" " " "*"
## 73 ( 1 ) "*" "*" "*" " " "*"
## 74 ( 1 ) "*" "*" "*" " " "*"
## 75 ( 1 ) "*" "*" "*" " " "*"
## 76 ( 1 ) "*" "*" "*" " " "*"
## 77 ( 1 ) "*" "*" "*" " " "*"
## 78 ( 1 ) "*" "*" "*" " " "*"
## 79 ( 1 ) "*" "*" "*" " " "*"
## 80 ( 1 ) "*" "*" "*" " " "*"
## 81 ( 1 ) "*" "*" "*" " " "*"
## 82 ( 1 ) "*" "*" "*" " " "*"
## 83 ( 1 ) "*" "*" "*" " " "*"
## 84 ( 1 ) "*" "*" "*" " " "*"
## 85 ( 1 ) "*" "*" "*" " " "*"
## 86 ( 1 ) "*" "*" "*" " " "*"
## 87 ( 1 ) "*" "*" "*" " " "*"
## 88 ( 1 ) "*" "*" "*" " " "*"
## 89 ( 1 ) "*" "*" "*" " " "*"
## 90 ( 1 ) "*" "*" "*" " " "*"
## 91 ( 1 ) "*" "*" "*" " " "*"
## 92 ( 1 ) "*" "*" "*" " " "*"
## 93 ( 1 ) "*" "*" "*" " " "*"
## 94 ( 1 ) "*" "*" "*" " " "*"
## 95 ( 1 ) "*" "*" "*" " " "*"
## 96 ( 1 ) "*" "*" "*" " " "*"
## 97 ( 1 ) "*" "*" "*" " " "*"
## 98 ( 1 ) "*" "*" "*" " " "*"
## 99 ( 1 ) "*" "*" "*" " " "*"
## 100 ( 1 ) "*" "*" "*" " " "*"
## 101 ( 1 ) "*" "*" "*" " " "*"
## 102 ( 1 ) "*" "*" "*" " " "*"
## 103 ( 1 ) "*" "*" "*" " " "*"
## 104 ( 1 ) "*" "*" "*" " " "*"
## 105 ( 1 ) "*" "*" "*" " " "*"
## 106 ( 1 ) "*" "*" "*" " " "*"
## 107 ( 1 ) "*" "*" "*" " " "*"
## 108 ( 1 ) "*" "*" "*" " " "*"
## 109 ( 1 ) "*" "*" "*" " " "*"
## 110 ( 1 ) "*" "*" "*" " " "*"
## 111 ( 1 ) "*" "*" "*" " " "*"
## 112 ( 1 ) "*" "*" "*" " " "*"
## 113 ( 1 ) "*" "*" "*" " " "*"
## 114 ( 1 ) "*" "*" "*" " " "*"
## 115 ( 1 ) "*" "*" "*" " " "*"
## 116 ( 1 ) "*" "*" "*" " " "*"
## 117 ( 1 ) "*" "*" "*" " " "*"
## 118 ( 1 ) "*" "*" "*" " " "*"
## 119 ( 1 ) "*" "*" "*" " " "*"
## 120 ( 1 ) "*" "*" "*" " " "*"
## 121 ( 1 ) "*" "*" "*" " " "*"
## 122 ( 1 ) "*" "*" "*" " " "*"
## 123 ( 1 ) "*" "*" "*" " " "*"
## 124 ( 1 ) "*" "*" "*" " " "*"
## 125 ( 1 ) "*" "*" "*" " " "*"
## 126 ( 1 ) "*" "*" "*" " " "*"
## 127 ( 1 ) "*" "*" "*" " " "*"
## 128 ( 1 ) "*" "*" "*" " " "*"
## 129 ( 1 ) "*" "*" "*" " " "*"
## 130 ( 1 ) "*" "*" "*" " " "*"
## 131 ( 1 ) "*" "*" "*" " " "*"
## 132 ( 1 ) "*" "*" "*" " " "*"
## 133 ( 1 ) "*" "*" "*" " " "*"
## 134 ( 1 ) "*" "*" "*" " " "*"
## 135 ( 1 ) "*" "*" "*" " " "*"
## 136 ( 1 ) "*" "*" "*" " " "*"
## 137 ( 1 ) "*" "*" "*" " " "*"
## 138 ( 1 ) "*" "*" "*" " " "*"
## 139 ( 1 ) "*" "*" "*" " " "*"
## 140 ( 1 ) "*" "*" "*" " " "*"
## 141 ( 1 ) "*" "*" "*" " " "*"
## 142 ( 1 ) "*" "*" "*" " " "*"
## 143 ( 1 ) "*" "*" "*" " " "*"
## 144 ( 1 ) "*" "*" "*" " " "*"
## 145 ( 1 ) "*" "*" "*" " " "*"
## 146 ( 1 ) "*" "*" "*" " " "*"
## 147 ( 1 ) "*" "*" "*" " " "*"
## 148 ( 1 ) "*" "*" "*" " " "*"
## 149 ( 1 ) "*" "*" "*" " " "*"
## 150 ( 1 ) "*" "*" "*" " " "*"
## 151 ( 1 ) "*" "*" "*" " " "*"
## LotShapeIR3 LotShapeReg LandContourHLS LandContourLow
## 1 ( 1 ) " " " " " " " "
## 2 ( 1 ) " " " " " " " "
## 3 ( 1 ) " " " " " " " "
## 4 ( 1 ) " " " " " " " "
## 5 ( 1 ) " " " " " " " "
## 6 ( 1 ) " " " " " " " "
## 7 ( 1 ) " " " " " " " "
## 8 ( 1 ) " " " " " " " "
## 9 ( 1 ) " " " " " " " "
## 10 ( 1 ) " " " " " " " "
## 11 ( 1 ) " " " " " " " "
## 12 ( 1 ) " " " " " " " "
## 13 ( 1 ) " " " " " " " "
## 14 ( 1 ) " " " " " " " "
## 15 ( 1 ) " " " " " " " "
## 16 ( 1 ) " " " " " " " "
## 17 ( 1 ) " " " " " " " "
## 18 ( 1 ) " " " " " " " "
## 19 ( 1 ) "*" " " " " " "
## 20 ( 1 ) "*" " " " " " "
## 21 ( 1 ) "*" " " " " " "
## 22 ( 1 ) "*" " " " " " "
## 23 ( 1 ) "*" " " " " " "
## 24 ( 1 ) "*" " " " " " "
## 25 ( 1 ) "*" " " " " " "
## 26 ( 1 ) "*" " " " " " "
## 27 ( 1 ) "*" " " " " " "
## 28 ( 1 ) "*" " " " " " "
## 29 ( 1 ) "*" " " " " " "
## 30 ( 1 ) "*" " " " " " "
## 31 ( 1 ) "*" " " " " " "
## 32 ( 1 ) "*" " " " " " "
## 33 ( 1 ) "*" " " " " " "
## 34 ( 1 ) "*" " " " " " "
## 35 ( 1 ) "*" " " " " " "
## 36 ( 1 ) "*" " " " " " "
## 37 ( 1 ) "*" " " " " " "
## 38 ( 1 ) "*" " " " " " "
## 39 ( 1 ) "*" " " " " " "
## 40 ( 1 ) "*" " " " " " "
## 41 ( 1 ) "*" " " " " " "
## 42 ( 1 ) "*" " " " " " "
## 43 ( 1 ) "*" " " " " " "
## 44 ( 1 ) "*" " " " " " "
## 45 ( 1 ) "*" " " " " " "
## 46 ( 1 ) "*" " " " " " "
## 47 ( 1 ) "*" " " " " " "
## 48 ( 1 ) "*" " " " " " "
## 49 ( 1 ) "*" " " " " " "
## 50 ( 1 ) "*" " " " " " "
## 51 ( 1 ) "*" " " " " " "
## 52 ( 1 ) "*" " " " " " "
## 53 ( 1 ) "*" " " " " " "
## 54 ( 1 ) "*" " " " " " "
## 55 ( 1 ) "*" " " " " " "
## 56 ( 1 ) "*" " " " " "*"
## 57 ( 1 ) "*" " " " " "*"
## 58 ( 1 ) "*" " " " " "*"
## 59 ( 1 ) "*" " " " " "*"
## 60 ( 1 ) "*" " " " " "*"
## 61 ( 1 ) "*" " " " " "*"
## 62 ( 1 ) "*" " " " " "*"
## 63 ( 1 ) "*" " " " " "*"
## 64 ( 1 ) "*" " " " " "*"
## 65 ( 1 ) "*" " " " " "*"
## 66 ( 1 ) "*" " " " " "*"
## 67 ( 1 ) "*" " " " " "*"
## 68 ( 1 ) "*" " " " " "*"
## 69 ( 1 ) "*" " " " " "*"
## 70 ( 1 ) "*" " " " " "*"
## 71 ( 1 ) "*" " " " " "*"
## 72 ( 1 ) "*" " " " " "*"
## 73 ( 1 ) "*" " " " " "*"
## 74 ( 1 ) "*" " " " " "*"
## 75 ( 1 ) "*" " " " " "*"
## 76 ( 1 ) "*" " " " " "*"
## 77 ( 1 ) "*" " " " " "*"
## 78 ( 1 ) "*" " " " " "*"
## 79 ( 1 ) "*" " " " " "*"
## 80 ( 1 ) "*" " " " " "*"
## 81 ( 1 ) "*" " " " " "*"
## 82 ( 1 ) "*" " " " " "*"
## 83 ( 1 ) "*" " " " " "*"
## 84 ( 1 ) "*" " " " " "*"
## 85 ( 1 ) "*" " " " " "*"
## 86 ( 1 ) "*" " " " " "*"
## 87 ( 1 ) "*" " " " " "*"
## 88 ( 1 ) "*" " " " " "*"
## 89 ( 1 ) "*" " " " " "*"
## 90 ( 1 ) "*" " " " " "*"
## 91 ( 1 ) "*" " " " " "*"
## 92 ( 1 ) "*" " " " " "*"
## 93 ( 1 ) "*" "*" " " "*"
## 94 ( 1 ) "*" "*" " " "*"
## 95 ( 1 ) "*" "*" "*" "*"
## 96 ( 1 ) "*" "*" "*" "*"
## 97 ( 1 ) "*" "*" "*" "*"
## 98 ( 1 ) "*" "*" "*" "*"
## 99 ( 1 ) "*" "*" "*" "*"
## 100 ( 1 ) "*" "*" "*" "*"
## 101 ( 1 ) "*" "*" "*" "*"
## 102 ( 1 ) "*" "*" "*" "*"
## 103 ( 1 ) "*" "*" "*" "*"
## 104 ( 1 ) "*" "*" "*" "*"
## 105 ( 1 ) "*" "*" "*" "*"
## 106 ( 1 ) "*" "*" "*" "*"
## 107 ( 1 ) "*" "*" "*" "*"
## 108 ( 1 ) "*" "*" "*" "*"
## 109 ( 1 ) "*" "*" "*" "*"
## 110 ( 1 ) "*" "*" "*" "*"
## 111 ( 1 ) "*" "*" "*" "*"
## 112 ( 1 ) "*" "*" "*" "*"
## 113 ( 1 ) "*" "*" "*" "*"
## 114 ( 1 ) "*" "*" "*" "*"
## 115 ( 1 ) "*" "*" "*" "*"
## 116 ( 1 ) "*" "*" "*" "*"
## 117 ( 1 ) "*" "*" "*" "*"
## 118 ( 1 ) "*" "*" "*" "*"
## 119 ( 1 ) "*" "*" "*" "*"
## 120 ( 1 ) "*" "*" "*" "*"
## 121 ( 1 ) "*" "*" "*" "*"
## 122 ( 1 ) "*" "*" "*" "*"
## 123 ( 1 ) "*" "*" "*" "*"
## 124 ( 1 ) "*" "*" "*" "*"
## 125 ( 1 ) "*" "*" "*" "*"
## 126 ( 1 ) "*" "*" "*" "*"
## 127 ( 1 ) "*" "*" "*" "*"
## 128 ( 1 ) "*" "*" "*" "*"
## 129 ( 1 ) "*" "*" "*" "*"
## 130 ( 1 ) "*" "*" "*" "*"
## 131 ( 1 ) "*" "*" "*" "*"
## 132 ( 1 ) "*" "*" "*" "*"
## 133 ( 1 ) "*" "*" "*" "*"
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## 140 ( 1 ) "*" "*" "*" "*"
## 141 ( 1 ) "*" "*" "*" "*"
## 142 ( 1 ) "*" "*" "*" "*"
## 143 ( 1 ) "*" "*" "*" "*"
## 144 ( 1 ) "*" "*" "*" "*"
## 145 ( 1 ) "*" "*" "*" "*"
## 146 ( 1 ) "*" "*" "*" "*"
## 147 ( 1 ) "*" "*" "*" "*"
## 148 ( 1 ) "*" "*" "*" "*"
## 149 ( 1 ) "*" "*" "*" "*"
## 150 ( 1 ) "*" "*" "*" "*"
## 151 ( 1 ) "*" "*" "*" "*"
## LandContourLvl UtilitiesNoSeWa LotConfigCulDSac LotConfigFR2
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## 98 ( 1 ) "*" "*" "*" "*"
## 99 ( 1 ) "*" "*" "*" "*"
## 100 ( 1 ) "*" "*" "*" "*"
## 101 ( 1 ) "*" "*" "*" "*"
## 102 ( 1 ) "*" "*" "*" "*"
## 103 ( 1 ) "*" "*" "*" "*"
## 104 ( 1 ) "*" "*" "*" "*"
## 105 ( 1 ) "*" "*" "*" "*"
## 106 ( 1 ) "*" "*" "*" "*"
## 107 ( 1 ) "*" "*" "*" "*"
## 108 ( 1 ) "*" "*" "*" "*"
## 109 ( 1 ) "*" "*" "*" "*"
## 110 ( 1 ) "*" "*" "*" "*"
## 111 ( 1 ) "*" "*" "*" "*"
## 112 ( 1 ) "*" "*" "*" "*"
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## 114 ( 1 ) "*" "*" "*" "*"
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## 120 ( 1 ) "*" "*" "*" "*"
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## 123 ( 1 ) "*" "*" "*" "*"
## 124 ( 1 ) "*" "*" "*" "*"
## 125 ( 1 ) "*" "*" "*" "*"
## 126 ( 1 ) "*" "*" "*" "*"
## 127 ( 1 ) "*" "*" "*" "*"
## 128 ( 1 ) "*" "*" "*" "*"
## 129 ( 1 ) "*" "*" "*" "*"
## 130 ( 1 ) "*" "*" "*" "*"
## 131 ( 1 ) "*" "*" "*" "*"
## 132 ( 1 ) "*" "*" "*" "*"
## 133 ( 1 ) "*" "*" "*" "*"
## 134 ( 1 ) "*" "*" "*" "*"
## 135 ( 1 ) "*" "*" "*" "*"
## 136 ( 1 ) "*" "*" "*" "*"
## 137 ( 1 ) "*" "*" "*" "*"
## 138 ( 1 ) "*" "*" "*" "*"
## 139 ( 1 ) "*" "*" "*" "*"
## 140 ( 1 ) "*" "*" "*" "*"
## 141 ( 1 ) "*" "*" "*" "*"
## 142 ( 1 ) "*" "*" "*" "*"
## 143 ( 1 ) "*" "*" "*" "*"
## 144 ( 1 ) "*" "*" "*" "*"
## 145 ( 1 ) "*" "*" "*" "*"
## 146 ( 1 ) "*" "*" "*" "*"
## 147 ( 1 ) "*" "*" "*" "*"
## 148 ( 1 ) "*" "*" "*" "*"
## 149 ( 1 ) "*" "*" "*" "*"
## 150 ( 1 ) "*" "*" "*" "*"
## 151 ( 1 ) "*" "*" "*" "*"
## LotConfigFR3 LotConfigInside LandSlopeMod LandSlopeSev
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## 43 ( 1 ) " " " " " " " "
## 44 ( 1 ) " " " " " " "*"
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## 61 ( 1 ) " " " " " " "*"
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## 63 ( 1 ) " " " " " " "*"
## 64 ( 1 ) " " " " " " "*"
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## 71 ( 1 ) " " " " " " "*"
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## 73 ( 1 ) " " " " " " "*"
## 74 ( 1 ) " " " " " " "*"
## 75 ( 1 ) " " " " " " "*"
## 76 ( 1 ) " " " " " " "*"
## 77 ( 1 ) " " " " " " "*"
## 78 ( 1 ) " " " " " " "*"
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## 81 ( 1 ) " " " " " " "*"
## 82 ( 1 ) " " " " " " "*"
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## 84 ( 1 ) " " " " " " "*"
## 85 ( 1 ) " " " " " " "*"
## 86 ( 1 ) " " " " " " "*"
## 87 ( 1 ) " " " " " " "*"
## 88 ( 1 ) " " " " " " "*"
## 89 ( 1 ) " " " " " " "*"
## 90 ( 1 ) " " " " " " "*"
## 91 ( 1 ) " " " " " " "*"
## 92 ( 1 ) " " " " " " "*"
## 93 ( 1 ) " " " " " " "*"
## 94 ( 1 ) " " " " " " "*"
## 95 ( 1 ) " " " " " " "*"
## 96 ( 1 ) " " " " " " "*"
## 97 ( 1 ) " " " " " " "*"
## 98 ( 1 ) " " " " " " "*"
## 99 ( 1 ) " " " " " " "*"
## 100 ( 1 ) " " " " " " "*"
## 101 ( 1 ) " " " " " " "*"
## 102 ( 1 ) " " " " " " "*"
## 103 ( 1 ) " " " " " " "*"
## 104 ( 1 ) " " " " " " "*"
## 105 ( 1 ) " " " " " " "*"
## 106 ( 1 ) " " " " " " "*"
## 107 ( 1 ) " " " " " " "*"
## 108 ( 1 ) " " " " " " "*"
## 109 ( 1 ) " " " " " " "*"
## 110 ( 1 ) " " " " " " "*"
## 111 ( 1 ) " " " " " " "*"
## 112 ( 1 ) " " " " " " "*"
## 113 ( 1 ) " " " " "*" "*"
## 114 ( 1 ) " " " " "*" "*"
## 115 ( 1 ) " " " " "*" "*"
## 116 ( 1 ) " " " " "*" "*"
## 117 ( 1 ) " " " " "*" "*"
## 118 ( 1 ) "*" " " "*" "*"
## 119 ( 1 ) "*" " " "*" "*"
## 120 ( 1 ) "*" " " "*" "*"
## 121 ( 1 ) "*" " " "*" "*"
## 122 ( 1 ) "*" " " "*" "*"
## 123 ( 1 ) "*" " " "*" "*"
## 124 ( 1 ) "*" " " "*" "*"
## 125 ( 1 ) "*" " " "*" "*"
## 126 ( 1 ) "*" " " "*" "*"
## 127 ( 1 ) "*" " " "*" "*"
## 128 ( 1 ) "*" " " "*" "*"
## 129 ( 1 ) "*" " " "*" "*"
## 130 ( 1 ) "*" " " "*" "*"
## 131 ( 1 ) "*" " " "*" "*"
## 132 ( 1 ) "*" " " "*" "*"
## 133 ( 1 ) "*" " " "*" "*"
## 134 ( 1 ) "*" " " "*" "*"
## 135 ( 1 ) "*" " " "*" "*"
## 136 ( 1 ) "*" " " "*" "*"
## 137 ( 1 ) "*" " " "*" "*"
## 138 ( 1 ) "*" " " "*" "*"
## 139 ( 1 ) "*" " " "*" "*"
## 140 ( 1 ) "*" " " "*" "*"
## 141 ( 1 ) "*" " " "*" "*"
## 142 ( 1 ) "*" " " "*" "*"
## 143 ( 1 ) "*" " " "*" "*"
## 144 ( 1 ) "*" " " "*" "*"
## 145 ( 1 ) "*" " " "*" "*"
## 146 ( 1 ) "*" " " "*" "*"
## 147 ( 1 ) "*" " " "*" "*"
## 148 ( 1 ) "*" " " "*" "*"
## 149 ( 1 ) "*" " " "*" "*"
## 150 ( 1 ) "*" " " "*" "*"
## 151 ( 1 ) "*" " " "*" "*"
## NeighborhoodBlueste NeighborhoodBrDale NeighborhoodBrkSide
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
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## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " "*"
## 43 ( 1 ) " " " " "*"
## 44 ( 1 ) " " " " "*"
## 45 ( 1 ) " " " " "*"
## 46 ( 1 ) " " " " "*"
## 47 ( 1 ) " " " " "*"
## 48 ( 1 ) " " " " "*"
## 49 ( 1 ) " " " " "*"
## 50 ( 1 ) " " " " "*"
## 51 ( 1 ) " " " " "*"
## 52 ( 1 ) " " " " "*"
## 53 ( 1 ) " " " " "*"
## 54 ( 1 ) " " " " "*"
## 55 ( 1 ) " " " " "*"
## 56 ( 1 ) " " " " "*"
## 57 ( 1 ) " " " " "*"
## 58 ( 1 ) " " " " "*"
## 59 ( 1 ) " " " " "*"
## 60 ( 1 ) " " " " "*"
## 61 ( 1 ) " " " " "*"
## 62 ( 1 ) " " " " "*"
## 63 ( 1 ) " " "*" "*"
## 64 ( 1 ) " " "*" "*"
## 65 ( 1 ) " " "*" "*"
## 66 ( 1 ) " " "*" "*"
## 67 ( 1 ) " " "*" "*"
## 68 ( 1 ) " " "*" "*"
## 69 ( 1 ) " " "*" "*"
## 70 ( 1 ) " " "*" "*"
## 71 ( 1 ) " " "*" "*"
## 72 ( 1 ) " " "*" "*"
## 73 ( 1 ) " " "*" "*"
## 74 ( 1 ) " " "*" "*"
## 75 ( 1 ) " " "*" "*"
## 76 ( 1 ) " " "*" "*"
## 77 ( 1 ) " " "*" "*"
## 78 ( 1 ) " " "*" "*"
## 79 ( 1 ) " " "*" "*"
## 80 ( 1 ) " " "*" "*"
## 81 ( 1 ) " " "*" "*"
## 82 ( 1 ) " " "*" "*"
## 83 ( 1 ) " " "*" "*"
## 84 ( 1 ) " " "*" "*"
## 85 ( 1 ) " " "*" "*"
## 86 ( 1 ) " " "*" "*"
## 87 ( 1 ) " " "*" "*"
## 88 ( 1 ) " " "*" "*"
## 89 ( 1 ) " " "*" "*"
## 90 ( 1 ) " " "*" "*"
## 91 ( 1 ) " " "*" "*"
## 92 ( 1 ) " " "*" "*"
## 93 ( 1 ) " " "*" "*"
## 94 ( 1 ) " " "*" "*"
## 95 ( 1 ) " " "*" "*"
## 96 ( 1 ) " " "*" "*"
## 97 ( 1 ) " " "*" "*"
## 98 ( 1 ) " " "*" "*"
## 99 ( 1 ) " " "*" "*"
## 100 ( 1 ) " " "*" "*"
## 101 ( 1 ) " " "*" "*"
## 102 ( 1 ) " " "*" "*"
## 103 ( 1 ) " " "*" "*"
## 104 ( 1 ) " " "*" "*"
## 105 ( 1 ) " " "*" "*"
## 106 ( 1 ) " " "*" "*"
## 107 ( 1 ) " " "*" "*"
## 108 ( 1 ) " " "*" "*"
## 109 ( 1 ) " " "*" "*"
## 110 ( 1 ) " " "*" "*"
## 111 ( 1 ) " " "*" "*"
## 112 ( 1 ) " " "*" "*"
## 113 ( 1 ) " " "*" "*"
## 114 ( 1 ) " " "*" "*"
## 115 ( 1 ) " " "*" "*"
## 116 ( 1 ) " " "*" "*"
## 117 ( 1 ) " " "*" "*"
## 118 ( 1 ) " " "*" "*"
## 119 ( 1 ) " " "*" "*"
## 120 ( 1 ) " " "*" "*"
## 121 ( 1 ) " " "*" "*"
## 122 ( 1 ) " " "*" "*"
## 123 ( 1 ) " " "*" "*"
## 124 ( 1 ) " " "*" "*"
## 125 ( 1 ) " " "*" "*"
## 126 ( 1 ) " " "*" "*"
## 127 ( 1 ) " " "*" "*"
## 128 ( 1 ) " " "*" "*"
## 129 ( 1 ) " " "*" "*"
## 130 ( 1 ) " " "*" "*"
## 131 ( 1 ) " " "*" "*"
## 132 ( 1 ) " " "*" "*"
## 133 ( 1 ) " " "*" "*"
## 134 ( 1 ) " " "*" "*"
## 135 ( 1 ) " " "*" "*"
## 136 ( 1 ) " " "*" "*"
## 137 ( 1 ) " " "*" "*"
## 138 ( 1 ) " " "*" "*"
## 139 ( 1 ) " " "*" "*"
## 140 ( 1 ) " " "*" "*"
## 141 ( 1 ) " " "*" "*"
## 142 ( 1 ) " " "*" "*"
## 143 ( 1 ) " " "*" "*"
## 144 ( 1 ) " " "*" "*"
## 145 ( 1 ) " " "*" "*"
## 146 ( 1 ) " " "*" "*"
## 147 ( 1 ) " " "*" "*"
## 148 ( 1 ) " " "*" "*"
## 149 ( 1 ) " " "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## NeighborhoodClearCr NeighborhoodCollgCr NeighborhoodCrawfor
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
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## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " "*"
## 17 ( 1 ) " " " " "*"
## 18 ( 1 ) " " " " "*"
## 19 ( 1 ) " " " " "*"
## 20 ( 1 ) " " " " "*"
## 21 ( 1 ) " " " " "*"
## 22 ( 1 ) " " " " "*"
## 23 ( 1 ) " " " " "*"
## 24 ( 1 ) " " " " "*"
## 25 ( 1 ) " " " " "*"
## 26 ( 1 ) " " " " "*"
## 27 ( 1 ) " " " " "*"
## 28 ( 1 ) " " " " "*"
## 29 ( 1 ) " " " " "*"
## 30 ( 1 ) " " " " "*"
## 31 ( 1 ) " " " " "*"
## 32 ( 1 ) " " " " "*"
## 33 ( 1 ) " " " " "*"
## 34 ( 1 ) " " " " "*"
## 35 ( 1 ) " " " " "*"
## 36 ( 1 ) " " " " "*"
## 37 ( 1 ) " " " " "*"
## 38 ( 1 ) " " " " "*"
## 39 ( 1 ) " " " " "*"
## 40 ( 1 ) " " " " "*"
## 41 ( 1 ) " " " " "*"
## 42 ( 1 ) " " " " "*"
## 43 ( 1 ) " " " " "*"
## 44 ( 1 ) " " " " "*"
## 45 ( 1 ) " " " " "*"
## 46 ( 1 ) " " " " "*"
## 47 ( 1 ) " " " " "*"
## 48 ( 1 ) " " " " "*"
## 49 ( 1 ) " " " " "*"
## 50 ( 1 ) " " " " "*"
## 51 ( 1 ) " " " " "*"
## 52 ( 1 ) " " " " "*"
## 53 ( 1 ) " " " " "*"
## 54 ( 1 ) " " " " "*"
## 55 ( 1 ) " " " " "*"
## 56 ( 1 ) " " " " "*"
## 57 ( 1 ) " " " " "*"
## 58 ( 1 ) " " " " "*"
## 59 ( 1 ) " " " " "*"
## 60 ( 1 ) " " " " "*"
## 61 ( 1 ) " " " " "*"
## 62 ( 1 ) " " " " "*"
## 63 ( 1 ) " " " " "*"
## 64 ( 1 ) " " " " "*"
## 65 ( 1 ) " " " " "*"
## 66 ( 1 ) " " " " "*"
## 67 ( 1 ) " " " " "*"
## 68 ( 1 ) " " " " "*"
## 69 ( 1 ) " " " " "*"
## 70 ( 1 ) " " " " "*"
## 71 ( 1 ) " " " " "*"
## 72 ( 1 ) " " " " "*"
## 73 ( 1 ) " " " " "*"
## 74 ( 1 ) " " " " "*"
## 75 ( 1 ) " " " " "*"
## 76 ( 1 ) " " " " "*"
## 77 ( 1 ) " " " " "*"
## 78 ( 1 ) " " " " "*"
## 79 ( 1 ) " " " " "*"
## 80 ( 1 ) " " " " "*"
## 81 ( 1 ) " " " " "*"
## 82 ( 1 ) " " " " "*"
## 83 ( 1 ) " " " " "*"
## 84 ( 1 ) " " " " "*"
## 85 ( 1 ) " " " " "*"
## 86 ( 1 ) " " " " "*"
## 87 ( 1 ) " " " " "*"
## 88 ( 1 ) " " " " "*"
## 89 ( 1 ) " " " " "*"
## 90 ( 1 ) " " " " "*"
## 91 ( 1 ) " " " " "*"
## 92 ( 1 ) " " " " "*"
## 93 ( 1 ) " " " " "*"
## 94 ( 1 ) " " " " "*"
## 95 ( 1 ) " " " " "*"
## 96 ( 1 ) " " " " "*"
## 97 ( 1 ) " " " " "*"
## 98 ( 1 ) " " " " "*"
## 99 ( 1 ) " " " " "*"
## 100 ( 1 ) " " " " "*"
## 101 ( 1 ) " " " " "*"
## 102 ( 1 ) " " " " "*"
## 103 ( 1 ) " " " " "*"
## 104 ( 1 ) " " " " "*"
## 105 ( 1 ) " " " " "*"
## 106 ( 1 ) " " " " "*"
## 107 ( 1 ) " " " " "*"
## 108 ( 1 ) " " " " "*"
## 109 ( 1 ) " " "*" "*"
## 110 ( 1 ) " " "*" "*"
## 111 ( 1 ) " " "*" "*"
## 112 ( 1 ) " " "*" "*"
## 113 ( 1 ) " " "*" "*"
## 114 ( 1 ) " " "*" "*"
## 115 ( 1 ) " " "*" "*"
## 116 ( 1 ) " " "*" "*"
## 117 ( 1 ) " " "*" "*"
## 118 ( 1 ) " " "*" "*"
## 119 ( 1 ) " " "*" "*"
## 120 ( 1 ) " " "*" "*"
## 121 ( 1 ) " " "*" "*"
## 122 ( 1 ) " " "*" "*"
## 123 ( 1 ) " " "*" "*"
## 124 ( 1 ) " " "*" "*"
## 125 ( 1 ) " " "*" "*"
## 126 ( 1 ) " " "*" "*"
## 127 ( 1 ) " " "*" "*"
## 128 ( 1 ) " " "*" "*"
## 129 ( 1 ) "*" "*" "*"
## 130 ( 1 ) "*" "*" "*"
## 131 ( 1 ) "*" "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## NeighborhoodEdwards NeighborhoodGilbert NeighborhoodIDOTRR
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
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## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
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## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " "*" " "
## 106 ( 1 ) "*" "*" " "
## 107 ( 1 ) "*" "*" " "
## 108 ( 1 ) "*" "*" " "
## 109 ( 1 ) "*" "*" " "
## 110 ( 1 ) "*" "*" " "
## 111 ( 1 ) "*" "*" " "
## 112 ( 1 ) "*" "*" " "
## 113 ( 1 ) "*" "*" " "
## 114 ( 1 ) "*" "*" " "
## 115 ( 1 ) "*" "*" " "
## 116 ( 1 ) "*" "*" " "
## 117 ( 1 ) "*" "*" " "
## 118 ( 1 ) "*" "*" " "
## 119 ( 1 ) "*" "*" " "
## 120 ( 1 ) "*" "*" " "
## 121 ( 1 ) "*" "*" " "
## 122 ( 1 ) "*" "*" " "
## 123 ( 1 ) "*" "*" " "
## 124 ( 1 ) "*" "*" " "
## 125 ( 1 ) "*" "*" " "
## 126 ( 1 ) "*" "*" " "
## 127 ( 1 ) "*" "*" " "
## 128 ( 1 ) "*" "*" " "
## 129 ( 1 ) "*" "*" " "
## 130 ( 1 ) "*" "*" " "
## 131 ( 1 ) "*" "*" " "
## 132 ( 1 ) "*" "*" " "
## 133 ( 1 ) "*" "*" " "
## 134 ( 1 ) "*" "*" " "
## 135 ( 1 ) "*" "*" " "
## 136 ( 1 ) "*" "*" " "
## 137 ( 1 ) "*" "*" " "
## 138 ( 1 ) "*" "*" " "
## 139 ( 1 ) "*" "*" " "
## 140 ( 1 ) "*" "*" " "
## 141 ( 1 ) "*" "*" " "
## 142 ( 1 ) "*" "*" " "
## 143 ( 1 ) "*" "*" " "
## 144 ( 1 ) "*" "*" " "
## 145 ( 1 ) "*" "*" " "
## 146 ( 1 ) "*" "*" " "
## 147 ( 1 ) "*" "*" " "
## 148 ( 1 ) "*" "*" " "
## 149 ( 1 ) "*" "*" " "
## 150 ( 1 ) "*" "*" " "
## 151 ( 1 ) "*" "*" " "
## NeighborhoodMeadowV NeighborhoodMitchel NeighborhoodNAmes
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " "*" " "
## 79 ( 1 ) " " "*" " "
## 80 ( 1 ) " " "*" " "
## 81 ( 1 ) " " "*" " "
## 82 ( 1 ) " " "*" " "
## 83 ( 1 ) " " "*" " "
## 84 ( 1 ) " " "*" " "
## 85 ( 1 ) " " "*" " "
## 86 ( 1 ) " " "*" " "
## 87 ( 1 ) " " "*" " "
## 88 ( 1 ) " " "*" " "
## 89 ( 1 ) " " "*" " "
## 90 ( 1 ) " " "*" " "
## 91 ( 1 ) " " "*" " "
## 92 ( 1 ) " " "*" " "
## 93 ( 1 ) " " "*" " "
## 94 ( 1 ) " " "*" " "
## 95 ( 1 ) " " "*" " "
## 96 ( 1 ) " " "*" " "
## 97 ( 1 ) " " "*" " "
## 98 ( 1 ) " " "*" " "
## 99 ( 1 ) " " "*" " "
## 100 ( 1 ) " " "*" " "
## 101 ( 1 ) " " "*" " "
## 102 ( 1 ) " " "*" " "
## 103 ( 1 ) " " "*" " "
## 104 ( 1 ) " " "*" " "
## 105 ( 1 ) " " "*" " "
## 106 ( 1 ) " " "*" " "
## 107 ( 1 ) " " "*" " "
## 108 ( 1 ) " " "*" "*"
## 109 ( 1 ) " " "*" "*"
## 110 ( 1 ) " " "*" "*"
## 111 ( 1 ) " " "*" "*"
## 112 ( 1 ) " " "*" "*"
## 113 ( 1 ) " " "*" "*"
## 114 ( 1 ) " " "*" "*"
## 115 ( 1 ) " " "*" "*"
## 116 ( 1 ) " " "*" "*"
## 117 ( 1 ) " " "*" "*"
## 118 ( 1 ) " " "*" "*"
## 119 ( 1 ) " " "*" "*"
## 120 ( 1 ) " " "*" "*"
## 121 ( 1 ) " " "*" "*"
## 122 ( 1 ) " " "*" "*"
## 123 ( 1 ) " " "*" "*"
## 124 ( 1 ) " " "*" "*"
## 125 ( 1 ) " " "*" "*"
## 126 ( 1 ) " " "*" "*"
## 127 ( 1 ) " " "*" "*"
## 128 ( 1 ) " " "*" "*"
## 129 ( 1 ) " " "*" "*"
## 130 ( 1 ) " " "*" "*"
## 131 ( 1 ) " " "*" "*"
## 132 ( 1 ) " " "*" "*"
## 133 ( 1 ) " " "*" "*"
## 134 ( 1 ) " " "*" "*"
## 135 ( 1 ) " " "*" "*"
## 136 ( 1 ) " " "*" "*"
## 137 ( 1 ) " " "*" "*"
## 138 ( 1 ) " " "*" "*"
## 139 ( 1 ) " " "*" "*"
## 140 ( 1 ) " " "*" "*"
## 141 ( 1 ) " " "*" "*"
## 142 ( 1 ) " " "*" "*"
## 143 ( 1 ) " " "*" "*"
## 144 ( 1 ) " " "*" "*"
## 145 ( 1 ) " " "*" "*"
## 146 ( 1 ) " " "*" "*"
## 147 ( 1 ) " " "*" "*"
## 148 ( 1 ) " " "*" "*"
## 149 ( 1 ) " " "*" "*"
## 150 ( 1 ) " " "*" "*"
## 151 ( 1 ) " " "*" "*"
## NeighborhoodNoRidge NeighborhoodNPkVill NeighborhoodNridgHt
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " "*"
## 11 ( 1 ) "*" " " "*"
## 12 ( 1 ) "*" " " "*"
## 13 ( 1 ) "*" " " "*"
## 14 ( 1 ) "*" " " "*"
## 15 ( 1 ) "*" " " "*"
## 16 ( 1 ) "*" " " "*"
## 17 ( 1 ) "*" " " "*"
## 18 ( 1 ) "*" " " "*"
## 19 ( 1 ) "*" " " "*"
## 20 ( 1 ) "*" " " "*"
## 21 ( 1 ) "*" " " "*"
## 22 ( 1 ) "*" " " "*"
## 23 ( 1 ) "*" " " "*"
## 24 ( 1 ) "*" " " "*"
## 25 ( 1 ) "*" " " "*"
## 26 ( 1 ) "*" " " "*"
## 27 ( 1 ) "*" " " "*"
## 28 ( 1 ) "*" " " "*"
## 29 ( 1 ) "*" " " "*"
## 30 ( 1 ) "*" " " "*"
## 31 ( 1 ) "*" " " "*"
## 32 ( 1 ) "*" " " "*"
## 33 ( 1 ) "*" " " "*"
## 34 ( 1 ) "*" " " "*"
## 35 ( 1 ) "*" " " "*"
## 36 ( 1 ) "*" " " "*"
## 37 ( 1 ) "*" " " "*"
## 38 ( 1 ) "*" " " "*"
## 39 ( 1 ) "*" " " "*"
## 40 ( 1 ) "*" " " "*"
## 41 ( 1 ) "*" " " "*"
## 42 ( 1 ) "*" " " "*"
## 43 ( 1 ) "*" " " "*"
## 44 ( 1 ) "*" " " "*"
## 45 ( 1 ) "*" " " "*"
## 46 ( 1 ) "*" " " "*"
## 47 ( 1 ) "*" " " "*"
## 48 ( 1 ) "*" " " "*"
## 49 ( 1 ) "*" " " "*"
## 50 ( 1 ) "*" " " "*"
## 51 ( 1 ) "*" " " "*"
## 52 ( 1 ) "*" " " "*"
## 53 ( 1 ) "*" " " "*"
## 54 ( 1 ) "*" " " "*"
## 55 ( 1 ) "*" " " "*"
## 56 ( 1 ) "*" " " "*"
## 57 ( 1 ) "*" " " "*"
## 58 ( 1 ) "*" " " "*"
## 59 ( 1 ) "*" " " "*"
## 60 ( 1 ) "*" " " "*"
## 61 ( 1 ) "*" " " "*"
## 62 ( 1 ) "*" " " "*"
## 63 ( 1 ) "*" " " "*"
## 64 ( 1 ) "*" " " "*"
## 65 ( 1 ) "*" " " "*"
## 66 ( 1 ) "*" " " "*"
## 67 ( 1 ) "*" " " "*"
## 68 ( 1 ) "*" "*" "*"
## 69 ( 1 ) "*" "*" "*"
## 70 ( 1 ) "*" "*" "*"
## 71 ( 1 ) "*" "*" "*"
## 72 ( 1 ) "*" "*" "*"
## 73 ( 1 ) "*" "*" "*"
## 74 ( 1 ) "*" "*" "*"
## 75 ( 1 ) "*" "*" "*"
## 76 ( 1 ) "*" "*" "*"
## 77 ( 1 ) "*" "*" "*"
## 78 ( 1 ) "*" "*" "*"
## 79 ( 1 ) "*" "*" "*"
## 80 ( 1 ) "*" "*" "*"
## 81 ( 1 ) "*" "*" "*"
## 82 ( 1 ) "*" "*" "*"
## 83 ( 1 ) "*" "*" "*"
## 84 ( 1 ) "*" "*" "*"
## 85 ( 1 ) "*" "*" "*"
## 86 ( 1 ) "*" "*" "*"
## 87 ( 1 ) "*" "*" "*"
## 88 ( 1 ) "*" "*" "*"
## 89 ( 1 ) "*" "*" "*"
## 90 ( 1 ) "*" "*" "*"
## 91 ( 1 ) "*" "*" "*"
## 92 ( 1 ) "*" "*" "*"
## 93 ( 1 ) "*" "*" "*"
## 94 ( 1 ) "*" "*" "*"
## 95 ( 1 ) "*" "*" "*"
## 96 ( 1 ) "*" "*" "*"
## 97 ( 1 ) "*" "*" "*"
## 98 ( 1 ) "*" "*" "*"
## 99 ( 1 ) "*" "*" "*"
## 100 ( 1 ) "*" "*" "*"
## 101 ( 1 ) "*" "*" "*"
## 102 ( 1 ) "*" "*" "*"
## 103 ( 1 ) "*" "*" "*"
## 104 ( 1 ) "*" "*" "*"
## 105 ( 1 ) "*" "*" "*"
## 106 ( 1 ) "*" "*" "*"
## 107 ( 1 ) "*" "*" "*"
## 108 ( 1 ) "*" "*" "*"
## 109 ( 1 ) "*" "*" "*"
## 110 ( 1 ) "*" "*" "*"
## 111 ( 1 ) "*" "*" "*"
## 112 ( 1 ) "*" "*" "*"
## 113 ( 1 ) "*" "*" "*"
## 114 ( 1 ) "*" "*" "*"
## 115 ( 1 ) "*" "*" "*"
## 116 ( 1 ) "*" "*" "*"
## 117 ( 1 ) "*" "*" "*"
## 118 ( 1 ) "*" "*" "*"
## 119 ( 1 ) "*" "*" "*"
## 120 ( 1 ) "*" "*" "*"
## 121 ( 1 ) "*" "*" "*"
## 122 ( 1 ) "*" "*" "*"
## 123 ( 1 ) "*" "*" "*"
## 124 ( 1 ) "*" "*" "*"
## 125 ( 1 ) "*" "*" "*"
## 126 ( 1 ) "*" "*" "*"
## 127 ( 1 ) "*" "*" "*"
## 128 ( 1 ) "*" "*" "*"
## 129 ( 1 ) "*" "*" "*"
## 130 ( 1 ) "*" "*" "*"
## 131 ( 1 ) "*" "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## NeighborhoodNWAmes NeighborhoodOldTown NeighborhoodSawyer
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
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## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) "*" " " " "
## 58 ( 1 ) "*" " " " "
## 59 ( 1 ) "*" " " " "
## 60 ( 1 ) "*" " " " "
## 61 ( 1 ) "*" " " " "
## 62 ( 1 ) "*" " " " "
## 63 ( 1 ) "*" " " " "
## 64 ( 1 ) "*" " " " "
## 65 ( 1 ) "*" " " " "
## 66 ( 1 ) "*" " " " "
## 67 ( 1 ) "*" " " " "
## 68 ( 1 ) "*" " " " "
## 69 ( 1 ) "*" " " " "
## 70 ( 1 ) "*" " " " "
## 71 ( 1 ) "*" " " " "
## 72 ( 1 ) "*" " " " "
## 73 ( 1 ) "*" " " " "
## 74 ( 1 ) "*" " " " "
## 75 ( 1 ) "*" " " " "
## 76 ( 1 ) "*" " " " "
## 77 ( 1 ) "*" " " " "
## 78 ( 1 ) "*" " " " "
## 79 ( 1 ) "*" " " " "
## 80 ( 1 ) "*" " " " "
## 81 ( 1 ) "*" " " " "
## 82 ( 1 ) "*" " " " "
## 83 ( 1 ) "*" " " " "
## 84 ( 1 ) "*" " " " "
## 85 ( 1 ) "*" " " " "
## 86 ( 1 ) "*" " " " "
## 87 ( 1 ) "*" " " " "
## 88 ( 1 ) "*" " " "*"
## 89 ( 1 ) "*" " " "*"
## 90 ( 1 ) "*" " " "*"
## 91 ( 1 ) "*" " " "*"
## 92 ( 1 ) "*" " " "*"
## 93 ( 1 ) "*" " " "*"
## 94 ( 1 ) "*" " " "*"
## 95 ( 1 ) "*" " " "*"
## 96 ( 1 ) "*" " " "*"
## 97 ( 1 ) "*" " " "*"
## 98 ( 1 ) "*" " " "*"
## 99 ( 1 ) "*" " " "*"
## 100 ( 1 ) "*" " " "*"
## 101 ( 1 ) "*" " " "*"
## 102 ( 1 ) "*" " " "*"
## 103 ( 1 ) "*" " " "*"
## 104 ( 1 ) "*" " " "*"
## 105 ( 1 ) "*" " " "*"
## 106 ( 1 ) "*" " " "*"
## 107 ( 1 ) "*" " " "*"
## 108 ( 1 ) "*" " " "*"
## 109 ( 1 ) "*" " " "*"
## 110 ( 1 ) "*" " " "*"
## 111 ( 1 ) "*" "*" "*"
## 112 ( 1 ) "*" "*" "*"
## 113 ( 1 ) "*" "*" "*"
## 114 ( 1 ) "*" "*" "*"
## 115 ( 1 ) "*" "*" "*"
## 116 ( 1 ) "*" "*" "*"
## 117 ( 1 ) "*" "*" "*"
## 118 ( 1 ) "*" "*" "*"
## 119 ( 1 ) "*" "*" "*"
## 120 ( 1 ) "*" "*" "*"
## 121 ( 1 ) "*" "*" "*"
## 122 ( 1 ) "*" "*" "*"
## 123 ( 1 ) "*" "*" "*"
## 124 ( 1 ) "*" "*" "*"
## 125 ( 1 ) "*" "*" "*"
## 126 ( 1 ) "*" "*" "*"
## 127 ( 1 ) "*" "*" "*"
## 128 ( 1 ) "*" "*" "*"
## 129 ( 1 ) "*" "*" "*"
## 130 ( 1 ) "*" "*" "*"
## 131 ( 1 ) "*" "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## NeighborhoodSawyerW NeighborhoodSomerst NeighborhoodStoneBr
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " "*"
## 13 ( 1 ) " " " " "*"
## 14 ( 1 ) " " " " "*"
## 15 ( 1 ) " " " " "*"
## 16 ( 1 ) " " " " "*"
## 17 ( 1 ) " " " " "*"
## 18 ( 1 ) " " " " "*"
## 19 ( 1 ) " " " " "*"
## 20 ( 1 ) " " " " "*"
## 21 ( 1 ) " " " " "*"
## 22 ( 1 ) " " " " "*"
## 23 ( 1 ) " " "*" "*"
## 24 ( 1 ) " " "*" "*"
## 25 ( 1 ) " " "*" "*"
## 26 ( 1 ) " " "*" "*"
## 27 ( 1 ) " " "*" "*"
## 28 ( 1 ) " " "*" "*"
## 29 ( 1 ) " " "*" "*"
## 30 ( 1 ) " " "*" "*"
## 31 ( 1 ) " " "*" "*"
## 32 ( 1 ) " " "*" "*"
## 33 ( 1 ) " " "*" "*"
## 34 ( 1 ) " " "*" "*"
## 35 ( 1 ) " " "*" "*"
## 36 ( 1 ) " " "*" "*"
## 37 ( 1 ) " " "*" "*"
## 38 ( 1 ) " " "*" "*"
## 39 ( 1 ) " " "*" "*"
## 40 ( 1 ) " " "*" "*"
## 41 ( 1 ) " " "*" "*"
## 42 ( 1 ) " " "*" "*"
## 43 ( 1 ) " " "*" "*"
## 44 ( 1 ) " " "*" "*"
## 45 ( 1 ) " " "*" "*"
## 46 ( 1 ) " " "*" "*"
## 47 ( 1 ) " " "*" "*"
## 48 ( 1 ) " " "*" "*"
## 49 ( 1 ) " " "*" "*"
## 50 ( 1 ) " " "*" "*"
## 51 ( 1 ) " " "*" "*"
## 52 ( 1 ) " " "*" "*"
## 53 ( 1 ) " " "*" "*"
## 54 ( 1 ) " " "*" "*"
## 55 ( 1 ) " " "*" "*"
## 56 ( 1 ) " " "*" "*"
## 57 ( 1 ) " " "*" "*"
## 58 ( 1 ) " " "*" "*"
## 59 ( 1 ) " " "*" "*"
## 60 ( 1 ) " " "*" "*"
## 61 ( 1 ) " " "*" "*"
## 62 ( 1 ) " " "*" "*"
## 63 ( 1 ) " " "*" "*"
## 64 ( 1 ) " " "*" "*"
## 65 ( 1 ) " " "*" "*"
## 66 ( 1 ) " " "*" "*"
## 67 ( 1 ) " " "*" "*"
## 68 ( 1 ) " " "*" "*"
## 69 ( 1 ) " " "*" "*"
## 70 ( 1 ) " " "*" "*"
## 71 ( 1 ) " " "*" "*"
## 72 ( 1 ) " " "*" "*"
## 73 ( 1 ) " " "*" "*"
## 74 ( 1 ) " " "*" "*"
## 75 ( 1 ) " " "*" "*"
## 76 ( 1 ) " " "*" "*"
## 77 ( 1 ) " " "*" "*"
## 78 ( 1 ) " " "*" "*"
## 79 ( 1 ) " " "*" "*"
## 80 ( 1 ) " " "*" "*"
## 81 ( 1 ) " " "*" "*"
## 82 ( 1 ) " " "*" "*"
## 83 ( 1 ) " " "*" "*"
## 84 ( 1 ) " " "*" "*"
## 85 ( 1 ) " " "*" "*"
## 86 ( 1 ) " " "*" "*"
## 87 ( 1 ) " " "*" "*"
## 88 ( 1 ) " " "*" "*"
## 89 ( 1 ) " " "*" "*"
## 90 ( 1 ) " " "*" "*"
## 91 ( 1 ) " " "*" "*"
## 92 ( 1 ) " " "*" "*"
## 93 ( 1 ) " " "*" "*"
## 94 ( 1 ) " " "*" "*"
## 95 ( 1 ) " " "*" "*"
## 96 ( 1 ) " " "*" "*"
## 97 ( 1 ) " " "*" "*"
## 98 ( 1 ) " " "*" "*"
## 99 ( 1 ) " " "*" "*"
## 100 ( 1 ) " " "*" "*"
## 101 ( 1 ) " " "*" "*"
## 102 ( 1 ) " " "*" "*"
## 103 ( 1 ) " " "*" "*"
## 104 ( 1 ) " " "*" "*"
## 105 ( 1 ) " " "*" "*"
## 106 ( 1 ) " " "*" "*"
## 107 ( 1 ) " " "*" "*"
## 108 ( 1 ) " " "*" "*"
## 109 ( 1 ) " " "*" "*"
## 110 ( 1 ) " " "*" "*"
## 111 ( 1 ) " " "*" "*"
## 112 ( 1 ) " " "*" "*"
## 113 ( 1 ) " " "*" "*"
## 114 ( 1 ) " " "*" "*"
## 115 ( 1 ) " " "*" "*"
## 116 ( 1 ) " " "*" "*"
## 117 ( 1 ) " " "*" "*"
## 118 ( 1 ) " " "*" "*"
## 119 ( 1 ) " " "*" "*"
## 120 ( 1 ) " " "*" "*"
## 121 ( 1 ) " " "*" "*"
## 122 ( 1 ) " " "*" "*"
## 123 ( 1 ) " " "*" "*"
## 124 ( 1 ) " " "*" "*"
## 125 ( 1 ) " " "*" "*"
## 126 ( 1 ) " " "*" "*"
## 127 ( 1 ) " " "*" "*"
## 128 ( 1 ) " " "*" "*"
## 129 ( 1 ) " " "*" "*"
## 130 ( 1 ) " " "*" "*"
## 131 ( 1 ) "*" "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## NeighborhoodSWISU NeighborhoodTimber NeighborhoodVeenker
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) " " " " " "
## 108 ( 1 ) " " " " " "
## 109 ( 1 ) " " " " " "
## 110 ( 1 ) " " " " " "
## 111 ( 1 ) " " " " " "
## 112 ( 1 ) " " " " " "
## 113 ( 1 ) " " " " " "
## 114 ( 1 ) " " " " " "
## 115 ( 1 ) " " " " " "
## 116 ( 1 ) " " " " " "
## 117 ( 1 ) " " " " " "
## 118 ( 1 ) " " " " " "
## 119 ( 1 ) " " " " " "
## 120 ( 1 ) " " " " " "
## 121 ( 1 ) " " " " " "
## 122 ( 1 ) " " " " " "
## 123 ( 1 ) " " " " " "
## 124 ( 1 ) " " " " " "
## 125 ( 1 ) " " " " " "
## 126 ( 1 ) " " " " " "
## 127 ( 1 ) " " " " " "
## 128 ( 1 ) " " " " " "
## 129 ( 1 ) " " " " " "
## 130 ( 1 ) " " "*" " "
## 131 ( 1 ) " " "*" " "
## 132 ( 1 ) " " "*" " "
## 133 ( 1 ) " " "*" " "
## 134 ( 1 ) " " "*" " "
## 135 ( 1 ) " " "*" " "
## 136 ( 1 ) " " "*" " "
## 137 ( 1 ) "*" "*" " "
## 138 ( 1 ) "*" "*" " "
## 139 ( 1 ) "*" "*" " "
## 140 ( 1 ) "*" "*" " "
## 141 ( 1 ) "*" "*" " "
## 142 ( 1 ) "*" "*" " "
## 143 ( 1 ) "*" "*" " "
## 144 ( 1 ) "*" "*" " "
## 145 ( 1 ) "*" "*" " "
## 146 ( 1 ) "*" "*" " "
## 147 ( 1 ) "*" "*" " "
## 148 ( 1 ) "*" "*" " "
## 149 ( 1 ) "*" "*" " "
## 150 ( 1 ) "*" "*" " "
## 151 ( 1 ) "*" "*" " "
## Condition1Feedr Condition1Norm Condition1PosA Condition1PosN
## 1 ( 1 ) " " " " " " " "
## 2 ( 1 ) " " " " " " " "
## 3 ( 1 ) " " " " " " " "
## 4 ( 1 ) " " " " " " " "
## 5 ( 1 ) " " " " " " " "
## 6 ( 1 ) " " " " " " " "
## 7 ( 1 ) " " " " " " " "
## 8 ( 1 ) " " " " " " " "
## 9 ( 1 ) " " " " " " " "
## 10 ( 1 ) " " " " " " " "
## 11 ( 1 ) " " " " " " " "
## 12 ( 1 ) " " " " " " " "
## 13 ( 1 ) " " " " " " " "
## 14 ( 1 ) " " " " " " " "
## 15 ( 1 ) " " " " " " " "
## 16 ( 1 ) " " " " " " " "
## 17 ( 1 ) " " " " " " " "
## 18 ( 1 ) " " " " " " " "
## 19 ( 1 ) " " " " " " " "
## 20 ( 1 ) " " " " " " " "
## 21 ( 1 ) " " " " " " " "
## 22 ( 1 ) " " " " " " " "
## 23 ( 1 ) " " " " " " " "
## 24 ( 1 ) " " "*" " " " "
## 25 ( 1 ) " " "*" " " " "
## 26 ( 1 ) " " "*" " " " "
## 27 ( 1 ) " " "*" " " " "
## 28 ( 1 ) " " "*" " " " "
## 29 ( 1 ) " " "*" " " " "
## 30 ( 1 ) " " "*" " " " "
## 31 ( 1 ) " " "*" " " " "
## 32 ( 1 ) " " "*" " " " "
## 33 ( 1 ) " " "*" " " " "
## 34 ( 1 ) " " "*" " " " "
## 35 ( 1 ) " " "*" " " " "
## 36 ( 1 ) " " "*" " " " "
## 37 ( 1 ) " " "*" " " " "
## 38 ( 1 ) " " "*" " " " "
## 39 ( 1 ) " " "*" " " " "
## 40 ( 1 ) " " "*" " " " "
## 41 ( 1 ) " " "*" " " " "
## 42 ( 1 ) " " "*" " " " "
## 43 ( 1 ) " " "*" " " " "
## 44 ( 1 ) " " "*" " " " "
## 45 ( 1 ) " " "*" " " " "
## 46 ( 1 ) " " "*" " " " "
## 47 ( 1 ) " " "*" " " " "
## 48 ( 1 ) " " "*" " " " "
## 49 ( 1 ) " " "*" " " " "
## 50 ( 1 ) " " "*" " " " "
## 51 ( 1 ) " " "*" " " " "
## 52 ( 1 ) " " "*" " " " "
## 53 ( 1 ) " " "*" " " " "
## 54 ( 1 ) " " "*" " " " "
## 55 ( 1 ) " " "*" " " " "
## 56 ( 1 ) " " "*" " " " "
## 57 ( 1 ) " " "*" " " " "
## 58 ( 1 ) " " "*" " " " "
## 59 ( 1 ) " " "*" " " " "
## 60 ( 1 ) " " "*" " " " "
## 61 ( 1 ) " " "*" " " " "
## 62 ( 1 ) " " "*" " " " "
## 63 ( 1 ) " " "*" " " " "
## 64 ( 1 ) " " "*" " " " "
## 65 ( 1 ) " " "*" " " " "
## 66 ( 1 ) " " "*" " " " "
## 67 ( 1 ) " " "*" " " " "
## 68 ( 1 ) " " "*" " " " "
## 69 ( 1 ) " " "*" " " " "
## 70 ( 1 ) " " "*" " " " "
## 71 ( 1 ) " " "*" " " " "
## 72 ( 1 ) " " "*" " " " "
## 73 ( 1 ) " " "*" " " " "
## 74 ( 1 ) " " "*" " " " "
## 75 ( 1 ) " " "*" " " " "
## 76 ( 1 ) " " "*" " " " "
## 77 ( 1 ) " " "*" " " " "
## 78 ( 1 ) " " "*" " " " "
## 79 ( 1 ) " " "*" " " " "
## 80 ( 1 ) " " "*" " " " "
## 81 ( 1 ) " " "*" " " " "
## 82 ( 1 ) " " "*" " " " "
## 83 ( 1 ) " " "*" " " " "
## 84 ( 1 ) " " "*" " " " "
## 85 ( 1 ) " " "*" " " " "
## 86 ( 1 ) " " "*" " " " "
## 87 ( 1 ) " " "*" " " " "
## 88 ( 1 ) " " "*" " " " "
## 89 ( 1 ) " " "*" " " " "
## 90 ( 1 ) " " "*" " " " "
## 91 ( 1 ) " " "*" " " " "
## 92 ( 1 ) " " "*" " " " "
## 93 ( 1 ) " " "*" " " " "
## 94 ( 1 ) " " "*" " " " "
## 95 ( 1 ) " " "*" " " " "
## 96 ( 1 ) " " "*" " " " "
## 97 ( 1 ) " " "*" " " " "
## 98 ( 1 ) " " "*" " " " "
## 99 ( 1 ) " " "*" " " " "
## 100 ( 1 ) " " "*" " " " "
## 101 ( 1 ) " " "*" " " " "
## 102 ( 1 ) " " "*" " " " "
## 103 ( 1 ) " " "*" " " " "
## 104 ( 1 ) " " "*" " " " "
## 105 ( 1 ) " " "*" " " " "
## 106 ( 1 ) " " "*" " " " "
## 107 ( 1 ) " " "*" " " " "
## 108 ( 1 ) " " "*" " " " "
## 109 ( 1 ) " " "*" " " " "
## 110 ( 1 ) " " "*" " " " "
## 111 ( 1 ) " " "*" " " " "
## 112 ( 1 ) " " "*" " " "*"
## 113 ( 1 ) " " "*" " " "*"
## 114 ( 1 ) " " "*" " " "*"
## 115 ( 1 ) " " "*" " " "*"
## 116 ( 1 ) " " "*" " " "*"
## 117 ( 1 ) " " "*" " " "*"
## 118 ( 1 ) " " "*" " " "*"
## 119 ( 1 ) " " "*" " " "*"
## 120 ( 1 ) " " "*" " " "*"
## 121 ( 1 ) " " "*" " " "*"
## 122 ( 1 ) " " "*" " " "*"
## 123 ( 1 ) " " "*" " " "*"
## 124 ( 1 ) " " "*" " " "*"
## 125 ( 1 ) " " "*" " " "*"
## 126 ( 1 ) " " "*" " " "*"
## 127 ( 1 ) " " "*" " " "*"
## 128 ( 1 ) " " "*" " " "*"
## 129 ( 1 ) " " "*" " " "*"
## 130 ( 1 ) " " "*" " " "*"
## 131 ( 1 ) " " "*" " " "*"
## 132 ( 1 ) " " "*" " " "*"
## 133 ( 1 ) " " "*" " " "*"
## 134 ( 1 ) " " "*" " " "*"
## 135 ( 1 ) " " "*" "*" "*"
## 136 ( 1 ) "*" "*" "*" "*"
## 137 ( 1 ) "*" "*" "*" "*"
## 138 ( 1 ) "*" "*" "*" "*"
## 139 ( 1 ) "*" "*" "*" "*"
## 140 ( 1 ) "*" "*" "*" "*"
## 141 ( 1 ) "*" "*" "*" "*"
## 142 ( 1 ) "*" "*" "*" "*"
## 143 ( 1 ) "*" "*" "*" "*"
## 144 ( 1 ) "*" "*" "*" "*"
## 145 ( 1 ) "*" "*" "*" "*"
## 146 ( 1 ) "*" "*" "*" "*"
## 147 ( 1 ) "*" "*" "*" "*"
## 148 ( 1 ) "*" "*" "*" "*"
## 149 ( 1 ) "*" "*" "*" "*"
## 150 ( 1 ) "*" "*" "*" "*"
## 151 ( 1 ) "*" "*" "*" "*"
## Condition1RRAe Condition1RRAn Condition1RRNe Condition1RRNn
## 1 ( 1 ) " " " " " " " "
## 2 ( 1 ) " " " " " " " "
## 3 ( 1 ) " " " " " " " "
## 4 ( 1 ) " " " " " " " "
## 5 ( 1 ) " " " " " " " "
## 6 ( 1 ) " " " " " " " "
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## 10 ( 1 ) " " " " " " " "
## 11 ( 1 ) " " " " " " " "
## 12 ( 1 ) " " " " " " " "
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## 14 ( 1 ) " " " " " " " "
## 15 ( 1 ) " " " " " " " "
## 16 ( 1 ) " " " " " " " "
## 17 ( 1 ) " " " " " " " "
## 18 ( 1 ) " " " " " " " "
## 19 ( 1 ) " " " " " " " "
## 20 ( 1 ) " " " " " " " "
## 21 ( 1 ) " " " " " " " "
## 22 ( 1 ) " " " " " " " "
## 23 ( 1 ) " " " " " " " "
## 24 ( 1 ) " " " " " " " "
## 25 ( 1 ) " " " " " " " "
## 26 ( 1 ) " " " " " " " "
## 27 ( 1 ) " " " " " " " "
## 28 ( 1 ) " " " " " " " "
## 29 ( 1 ) " " " " " " " "
## 30 ( 1 ) " " " " " " " "
## 31 ( 1 ) " " " " " " " "
## 32 ( 1 ) " " " " " " " "
## 33 ( 1 ) " " " " " " " "
## 34 ( 1 ) " " " " " " " "
## 35 ( 1 ) " " " " " " " "
## 36 ( 1 ) " " " " " " " "
## 37 ( 1 ) " " " " " " " "
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## 40 ( 1 ) " " " " " " " "
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## 42 ( 1 ) " " " " " " " "
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## 53 ( 1 ) " " " " " " " "
## 54 ( 1 ) " " " " " " " "
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## 60 ( 1 ) " " " " " " " "
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## 70 ( 1 ) " " " " " " " "
## 71 ( 1 ) " " " " " " " "
## 72 ( 1 ) " " " " " " " "
## 73 ( 1 ) " " " " " " " "
## 74 ( 1 ) " " " " " " " "
## 75 ( 1 ) " " " " " " " "
## 76 ( 1 ) " " " " " " " "
## 77 ( 1 ) " " " " " " " "
## 78 ( 1 ) " " " " " " " "
## 79 ( 1 ) "*" " " " " " "
## 80 ( 1 ) "*" " " " " " "
## 81 ( 1 ) "*" " " " " " "
## 82 ( 1 ) "*" " " " " " "
## 83 ( 1 ) "*" " " " " " "
## 84 ( 1 ) "*" " " " " " "
## 85 ( 1 ) "*" " " " " " "
## 86 ( 1 ) "*" " " " " " "
## 87 ( 1 ) "*" " " " " " "
## 88 ( 1 ) "*" " " " " " "
## 89 ( 1 ) "*" " " " " " "
## 90 ( 1 ) "*" " " " " " "
## 91 ( 1 ) "*" " " " " " "
## 92 ( 1 ) "*" " " " " " "
## 93 ( 1 ) "*" " " " " " "
## 94 ( 1 ) "*" " " " " " "
## 95 ( 1 ) "*" " " " " " "
## 96 ( 1 ) "*" " " " " " "
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## OverallCond YearBuilt YearRemodAdd RoofStyleGable
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## RoofStyleGambrel RoofStyleHip RoofStyleMansard RoofStyleShed
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## 139 ( 1 ) " " " " "*" "*"
## 140 ( 1 ) " " " " "*" "*"
## 141 ( 1 ) " " " " "*" "*"
## 142 ( 1 ) " " " " "*" "*"
## 143 ( 1 ) " " " " "*" "*"
## 144 ( 1 ) " " " " "*" "*"
## 145 ( 1 ) " " " " "*" "*"
## 146 ( 1 ) " " " " "*" "*"
## 147 ( 1 ) " " " " "*" "*"
## 148 ( 1 ) " " " " "*" "*"
## 149 ( 1 ) " " " " "*" "*"
## 150 ( 1 ) " " " " "*" "*"
## 151 ( 1 ) " " " " "*" "*"
## RoofMatlCompShg RoofMatlMembran RoofMatlMetal RoofMatlRoll
## 1 ( 1 ) " " " " " " " "
## 2 ( 1 ) " " " " " " " "
## 3 ( 1 ) " " " " " " " "
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## 17 ( 1 ) " " " " " " " "
## 18 ( 1 ) " " " " " " " "
## 19 ( 1 ) " " " " " " " "
## 20 ( 1 ) " " " " " " " "
## 21 ( 1 ) "*" " " " " " "
## 22 ( 1 ) "*" " " " " " "
## 23 ( 1 ) "*" " " " " " "
## 24 ( 1 ) "*" " " " " " "
## 25 ( 1 ) "*" " " " " " "
## 26 ( 1 ) "*" " " " " " "
## 27 ( 1 ) "*" " " " " " "
## 28 ( 1 ) "*" " " " " " "
## 29 ( 1 ) "*" " " " " " "
## 30 ( 1 ) "*" " " " " " "
## 31 ( 1 ) "*" " " " " " "
## 32 ( 1 ) "*" " " " " " "
## 33 ( 1 ) "*" " " " " " "
## 34 ( 1 ) "*" " " " " " "
## 35 ( 1 ) "*" " " " " " "
## 36 ( 1 ) "*" " " " " " "
## 37 ( 1 ) "*" "*" " " " "
## 38 ( 1 ) "*" "*" " " "*"
## 39 ( 1 ) "*" "*" "*" "*"
## 40 ( 1 ) "*" "*" "*" "*"
## 41 ( 1 ) "*" "*" "*" "*"
## 42 ( 1 ) "*" "*" "*" "*"
## 43 ( 1 ) "*" "*" "*" "*"
## 44 ( 1 ) "*" "*" "*" "*"
## 45 ( 1 ) "*" "*" "*" "*"
## 46 ( 1 ) "*" "*" "*" "*"
## 47 ( 1 ) "*" "*" "*" "*"
## 48 ( 1 ) "*" "*" "*" "*"
## 49 ( 1 ) "*" "*" "*" "*"
## 50 ( 1 ) "*" "*" "*" "*"
## 51 ( 1 ) "*" "*" "*" "*"
## 52 ( 1 ) "*" "*" "*" "*"
## 53 ( 1 ) "*" "*" "*" "*"
## 54 ( 1 ) "*" "*" "*" "*"
## 55 ( 1 ) "*" "*" "*" "*"
## 56 ( 1 ) "*" "*" "*" "*"
## 57 ( 1 ) "*" "*" "*" "*"
## 58 ( 1 ) "*" "*" "*" "*"
## 59 ( 1 ) "*" "*" "*" "*"
## 60 ( 1 ) "*" "*" "*" "*"
## 61 ( 1 ) "*" "*" "*" "*"
## 62 ( 1 ) "*" "*" "*" "*"
## 63 ( 1 ) "*" "*" "*" "*"
## 64 ( 1 ) "*" "*" "*" "*"
## 65 ( 1 ) "*" "*" "*" "*"
## 66 ( 1 ) "*" "*" "*" "*"
## 67 ( 1 ) "*" "*" "*" "*"
## 68 ( 1 ) "*" "*" "*" "*"
## 69 ( 1 ) "*" "*" "*" "*"
## 70 ( 1 ) "*" "*" "*" "*"
## 71 ( 1 ) "*" "*" "*" "*"
## 72 ( 1 ) "*" "*" "*" "*"
## 73 ( 1 ) "*" "*" "*" "*"
## 74 ( 1 ) "*" "*" "*" "*"
## 75 ( 1 ) "*" "*" "*" "*"
## 76 ( 1 ) "*" "*" "*" "*"
## 77 ( 1 ) "*" "*" "*" "*"
## 78 ( 1 ) "*" "*" "*" "*"
## 79 ( 1 ) "*" "*" "*" "*"
## 80 ( 1 ) "*" "*" "*" "*"
## 81 ( 1 ) "*" "*" "*" "*"
## 82 ( 1 ) "*" "*" "*" "*"
## 83 ( 1 ) "*" "*" "*" "*"
## 84 ( 1 ) "*" "*" "*" "*"
## 85 ( 1 ) "*" "*" "*" "*"
## 86 ( 1 ) "*" "*" "*" "*"
## 87 ( 1 ) "*" "*" "*" "*"
## 88 ( 1 ) "*" "*" "*" "*"
## 89 ( 1 ) "*" "*" "*" "*"
## 90 ( 1 ) "*" "*" "*" "*"
## 91 ( 1 ) "*" "*" "*" "*"
## 92 ( 1 ) "*" "*" "*" "*"
## 93 ( 1 ) "*" "*" "*" "*"
## 94 ( 1 ) "*" "*" "*" "*"
## 95 ( 1 ) "*" "*" "*" "*"
## 96 ( 1 ) "*" "*" "*" "*"
## 97 ( 1 ) "*" "*" "*" "*"
## 98 ( 1 ) "*" "*" "*" "*"
## 99 ( 1 ) "*" "*" "*" "*"
## 100 ( 1 ) "*" "*" "*" "*"
## 101 ( 1 ) "*" "*" "*" "*"
## 102 ( 1 ) "*" "*" "*" "*"
## 103 ( 1 ) "*" "*" "*" "*"
## 104 ( 1 ) "*" "*" "*" "*"
## 105 ( 1 ) "*" "*" "*" "*"
## 106 ( 1 ) "*" "*" "*" "*"
## 107 ( 1 ) "*" "*" "*" "*"
## 108 ( 1 ) "*" "*" "*" "*"
## 109 ( 1 ) "*" "*" "*" "*"
## 110 ( 1 ) "*" "*" "*" "*"
## 111 ( 1 ) "*" "*" "*" "*"
## 112 ( 1 ) "*" "*" "*" "*"
## 113 ( 1 ) "*" "*" "*" "*"
## 114 ( 1 ) "*" "*" "*" "*"
## 115 ( 1 ) "*" "*" "*" "*"
## 116 ( 1 ) "*" "*" "*" "*"
## 117 ( 1 ) "*" "*" "*" "*"
## 118 ( 1 ) "*" "*" "*" "*"
## 119 ( 1 ) "*" "*" "*" "*"
## 120 ( 1 ) "*" "*" "*" "*"
## 121 ( 1 ) "*" "*" "*" "*"
## 122 ( 1 ) "*" "*" "*" "*"
## 123 ( 1 ) "*" "*" "*" "*"
## 124 ( 1 ) "*" "*" "*" "*"
## 125 ( 1 ) "*" "*" "*" "*"
## 126 ( 1 ) "*" "*" "*" "*"
## 127 ( 1 ) "*" "*" "*" "*"
## 128 ( 1 ) "*" "*" "*" "*"
## 129 ( 1 ) "*" "*" "*" "*"
## 130 ( 1 ) "*" "*" "*" "*"
## 131 ( 1 ) "*" "*" "*" "*"
## 132 ( 1 ) "*" "*" "*" "*"
## 133 ( 1 ) "*" "*" "*" "*"
## 134 ( 1 ) "*" "*" "*" "*"
## 135 ( 1 ) "*" "*" "*" "*"
## 136 ( 1 ) "*" "*" "*" "*"
## 137 ( 1 ) "*" "*" "*" "*"
## 138 ( 1 ) "*" "*" "*" "*"
## 139 ( 1 ) "*" "*" "*" "*"
## 140 ( 1 ) "*" "*" "*" "*"
## 141 ( 1 ) "*" "*" "*" "*"
## 142 ( 1 ) "*" "*" "*" "*"
## 143 ( 1 ) "*" "*" "*" "*"
## 144 ( 1 ) "*" "*" "*" "*"
## 145 ( 1 ) "*" "*" "*" "*"
## 146 ( 1 ) "*" "*" "*" "*"
## 147 ( 1 ) "*" "*" "*" "*"
## 148 ( 1 ) "*" "*" "*" "*"
## 149 ( 1 ) "*" "*" "*" "*"
## 150 ( 1 ) "*" "*" "*" "*"
## 151 ( 1 ) "*" "*" "*" "*"
## RoofMatlTar.Grv RoofMatlWdShake RoofMatlWdShngl
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
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## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " "*"
## 16 ( 1 ) " " " " "*"
## 17 ( 1 ) " " " " "*"
## 18 ( 1 ) " " " " "*"
## 19 ( 1 ) " " " " "*"
## 20 ( 1 ) " " " " "*"
## 21 ( 1 ) " " " " "*"
## 22 ( 1 ) " " " " "*"
## 23 ( 1 ) " " " " "*"
## 24 ( 1 ) " " " " "*"
## 25 ( 1 ) " " " " "*"
## 26 ( 1 ) " " " " "*"
## 27 ( 1 ) " " " " "*"
## 28 ( 1 ) " " " " "*"
## 29 ( 1 ) " " " " "*"
## 30 ( 1 ) " " " " "*"
## 31 ( 1 ) " " " " "*"
## 32 ( 1 ) " " " " "*"
## 33 ( 1 ) " " " " "*"
## 34 ( 1 ) " " " " "*"
## 35 ( 1 ) "*" " " "*"
## 36 ( 1 ) "*" "*" "*"
## 37 ( 1 ) "*" "*" "*"
## 38 ( 1 ) "*" "*" "*"
## 39 ( 1 ) "*" "*" "*"
## 40 ( 1 ) "*" "*" "*"
## 41 ( 1 ) "*" "*" "*"
## 42 ( 1 ) "*" "*" "*"
## 43 ( 1 ) "*" "*" "*"
## 44 ( 1 ) "*" "*" "*"
## 45 ( 1 ) "*" "*" "*"
## 46 ( 1 ) "*" "*" "*"
## 47 ( 1 ) "*" "*" "*"
## 48 ( 1 ) "*" "*" "*"
## 49 ( 1 ) "*" "*" "*"
## 50 ( 1 ) "*" "*" "*"
## 51 ( 1 ) "*" "*" "*"
## 52 ( 1 ) "*" "*" "*"
## 53 ( 1 ) "*" "*" "*"
## 54 ( 1 ) "*" "*" "*"
## 55 ( 1 ) "*" "*" "*"
## 56 ( 1 ) "*" "*" "*"
## 57 ( 1 ) "*" "*" "*"
## 58 ( 1 ) "*" "*" "*"
## 59 ( 1 ) "*" "*" "*"
## 60 ( 1 ) "*" "*" "*"
## 61 ( 1 ) "*" "*" "*"
## 62 ( 1 ) "*" "*" "*"
## 63 ( 1 ) "*" "*" "*"
## 64 ( 1 ) "*" "*" "*"
## 65 ( 1 ) "*" "*" "*"
## 66 ( 1 ) "*" "*" "*"
## 67 ( 1 ) "*" "*" "*"
## 68 ( 1 ) "*" "*" "*"
## 69 ( 1 ) "*" "*" "*"
## 70 ( 1 ) "*" "*" "*"
## 71 ( 1 ) "*" "*" "*"
## 72 ( 1 ) "*" "*" "*"
## 73 ( 1 ) "*" "*" "*"
## 74 ( 1 ) "*" "*" "*"
## 75 ( 1 ) "*" "*" "*"
## 76 ( 1 ) "*" "*" "*"
## 77 ( 1 ) "*" "*" "*"
## 78 ( 1 ) "*" "*" "*"
## 79 ( 1 ) "*" "*" "*"
## 80 ( 1 ) "*" "*" "*"
## 81 ( 1 ) "*" "*" "*"
## 82 ( 1 ) "*" "*" "*"
## 83 ( 1 ) "*" "*" "*"
## 84 ( 1 ) "*" "*" "*"
## 85 ( 1 ) "*" "*" "*"
## 86 ( 1 ) "*" "*" "*"
## 87 ( 1 ) "*" "*" "*"
## 88 ( 1 ) "*" "*" "*"
## 89 ( 1 ) "*" "*" "*"
## 90 ( 1 ) "*" "*" "*"
## 91 ( 1 ) "*" "*" "*"
## 92 ( 1 ) "*" "*" "*"
## 93 ( 1 ) "*" "*" "*"
## 94 ( 1 ) "*" "*" "*"
## 95 ( 1 ) "*" "*" "*"
## 96 ( 1 ) "*" "*" "*"
## 97 ( 1 ) "*" "*" "*"
## 98 ( 1 ) "*" "*" "*"
## 99 ( 1 ) "*" "*" "*"
## 100 ( 1 ) "*" "*" "*"
## 101 ( 1 ) "*" "*" "*"
## 102 ( 1 ) "*" "*" "*"
## 103 ( 1 ) "*" "*" "*"
## 104 ( 1 ) "*" "*" "*"
## 105 ( 1 ) "*" "*" "*"
## 106 ( 1 ) "*" "*" "*"
## 107 ( 1 ) "*" "*" "*"
## 108 ( 1 ) "*" "*" "*"
## 109 ( 1 ) "*" "*" "*"
## 110 ( 1 ) "*" "*" "*"
## 111 ( 1 ) "*" "*" "*"
## 112 ( 1 ) "*" "*" "*"
## 113 ( 1 ) "*" "*" "*"
## 114 ( 1 ) "*" "*" "*"
## 115 ( 1 ) "*" "*" "*"
## 116 ( 1 ) "*" "*" "*"
## 117 ( 1 ) "*" "*" "*"
## 118 ( 1 ) "*" "*" "*"
## 119 ( 1 ) "*" "*" "*"
## 120 ( 1 ) "*" "*" "*"
## 121 ( 1 ) "*" "*" "*"
## 122 ( 1 ) "*" "*" "*"
## 123 ( 1 ) "*" "*" "*"
## 124 ( 1 ) "*" "*" "*"
## 125 ( 1 ) "*" "*" "*"
## 126 ( 1 ) "*" "*" "*"
## 127 ( 1 ) "*" "*" "*"
## 128 ( 1 ) "*" "*" "*"
## 129 ( 1 ) "*" "*" "*"
## 130 ( 1 ) "*" "*" "*"
## 131 ( 1 ) "*" "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## Exterior1stAsphShn Exterior1stBrkComm Exterior1stBrkFace
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
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## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " "*"
## 21 ( 1 ) " " " " "*"
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## 43 ( 1 ) " " " " "*"
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## 51 ( 1 ) " " " " "*"
## 52 ( 1 ) " " " " "*"
## 53 ( 1 ) " " " " "*"
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## 55 ( 1 ) " " " " "*"
## 56 ( 1 ) " " " " "*"
## 57 ( 1 ) " " " " "*"
## 58 ( 1 ) " " " " "*"
## 59 ( 1 ) " " " " "*"
## 60 ( 1 ) " " " " "*"
## 61 ( 1 ) " " " " "*"
## 62 ( 1 ) " " " " "*"
## 63 ( 1 ) " " " " "*"
## 64 ( 1 ) " " " " "*"
## 65 ( 1 ) " " " " "*"
## 66 ( 1 ) " " " " "*"
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## 68 ( 1 ) " " " " "*"
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## 70 ( 1 ) " " " " "*"
## 71 ( 1 ) " " " " "*"
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## 73 ( 1 ) " " " " "*"
## 74 ( 1 ) " " " " "*"
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## 76 ( 1 ) " " " " "*"
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## 86 ( 1 ) " " " " "*"
## 87 ( 1 ) " " " " "*"
## 88 ( 1 ) " " " " "*"
## 89 ( 1 ) " " " " "*"
## 90 ( 1 ) " " " " "*"
## 91 ( 1 ) " " " " "*"
## 92 ( 1 ) " " " " "*"
## 93 ( 1 ) " " " " "*"
## 94 ( 1 ) " " " " "*"
## 95 ( 1 ) " " " " "*"
## 96 ( 1 ) " " " " "*"
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## 100 ( 1 ) " " " " "*"
## 101 ( 1 ) " " " " "*"
## 102 ( 1 ) " " " " "*"
## 103 ( 1 ) " " " " "*"
## 104 ( 1 ) " " " " "*"
## 105 ( 1 ) " " " " "*"
## 106 ( 1 ) " " " " "*"
## 107 ( 1 ) " " " " "*"
## 108 ( 1 ) " " " " "*"
## 109 ( 1 ) " " " " "*"
## 110 ( 1 ) " " " " "*"
## 111 ( 1 ) " " " " "*"
## 112 ( 1 ) " " " " "*"
## 113 ( 1 ) " " " " "*"
## 114 ( 1 ) " " " " "*"
## 115 ( 1 ) " " " " "*"
## 116 ( 1 ) " " " " "*"
## 117 ( 1 ) " " " " "*"
## 118 ( 1 ) " " " " "*"
## 119 ( 1 ) " " " " "*"
## 120 ( 1 ) " " " " "*"
## 121 ( 1 ) " " " " "*"
## 122 ( 1 ) " " " " "*"
## 123 ( 1 ) " " " " "*"
## 124 ( 1 ) " " " " "*"
## 125 ( 1 ) " " " " "*"
## 126 ( 1 ) " " " " "*"
## 127 ( 1 ) " " " " "*"
## 128 ( 1 ) " " " " "*"
## 129 ( 1 ) " " " " "*"
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## 132 ( 1 ) " " " " "*"
## 133 ( 1 ) " " " " "*"
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## 135 ( 1 ) " " " " "*"
## 136 ( 1 ) " " " " "*"
## 137 ( 1 ) " " " " "*"
## 138 ( 1 ) " " " " "*"
## 139 ( 1 ) " " " " "*"
## 140 ( 1 ) " " " " "*"
## 141 ( 1 ) " " " " "*"
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## 148 ( 1 ) " " " " "*"
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## 150 ( 1 ) " " " " "*"
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## Exterior1stCBlock Exterior1stCemntBd Exterior1stHdBoard
## 1 ( 1 ) " " " " " "
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## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " "*" " "
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## 106 ( 1 ) " " "*" " "
## 107 ( 1 ) " " "*" " "
## 108 ( 1 ) " " "*" " "
## 109 ( 1 ) " " "*" " "
## 110 ( 1 ) " " "*" "*"
## 111 ( 1 ) " " "*" "*"
## 112 ( 1 ) " " "*" "*"
## 113 ( 1 ) " " "*" "*"
## 114 ( 1 ) " " "*" "*"
## 115 ( 1 ) " " "*" "*"
## 116 ( 1 ) " " "*" "*"
## 117 ( 1 ) " " "*" "*"
## 118 ( 1 ) " " "*" "*"
## 119 ( 1 ) " " "*" "*"
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## 127 ( 1 ) " " "*" "*"
## 128 ( 1 ) " " "*" "*"
## 129 ( 1 ) " " "*" "*"
## 130 ( 1 ) " " "*" "*"
## 131 ( 1 ) " " "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## Exterior1stImStucc Exterior1stMetalSd Exterior1stPlywood
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " "*" " "
## 72 ( 1 ) " " "*" " "
## 73 ( 1 ) " " "*" " "
## 74 ( 1 ) " " "*" " "
## 75 ( 1 ) " " "*" " "
## 76 ( 1 ) " " "*" " "
## 77 ( 1 ) " " "*" " "
## 78 ( 1 ) " " "*" " "
## 79 ( 1 ) " " "*" " "
## 80 ( 1 ) " " "*" " "
## 81 ( 1 ) " " "*" " "
## 82 ( 1 ) " " "*" " "
## 83 ( 1 ) " " "*" " "
## 84 ( 1 ) " " "*" " "
## 85 ( 1 ) " " "*" " "
## 86 ( 1 ) " " "*" " "
## 87 ( 1 ) " " "*" " "
## 88 ( 1 ) " " "*" " "
## 89 ( 1 ) " " "*" " "
## 90 ( 1 ) " " "*" " "
## 91 ( 1 ) " " "*" " "
## 92 ( 1 ) " " "*" " "
## 93 ( 1 ) " " "*" " "
## 94 ( 1 ) "*" "*" " "
## 95 ( 1 ) "*" "*" " "
## 96 ( 1 ) "*" "*" " "
## 97 ( 1 ) "*" "*" " "
## 98 ( 1 ) "*" "*" " "
## 99 ( 1 ) "*" "*" " "
## 100 ( 1 ) "*" "*" "*"
## 101 ( 1 ) "*" "*" "*"
## 102 ( 1 ) "*" "*" "*"
## 103 ( 1 ) "*" "*" "*"
## 104 ( 1 ) "*" "*" "*"
## 105 ( 1 ) "*" "*" "*"
## 106 ( 1 ) "*" "*" "*"
## 107 ( 1 ) "*" "*" "*"
## 108 ( 1 ) "*" "*" "*"
## 109 ( 1 ) "*" "*" "*"
## 110 ( 1 ) "*" "*" "*"
## 111 ( 1 ) "*" "*" "*"
## 112 ( 1 ) "*" "*" "*"
## 113 ( 1 ) "*" "*" "*"
## 114 ( 1 ) "*" "*" "*"
## 115 ( 1 ) "*" "*" "*"
## 116 ( 1 ) "*" "*" "*"
## 117 ( 1 ) "*" "*" "*"
## 118 ( 1 ) "*" "*" "*"
## 119 ( 1 ) "*" "*" "*"
## 120 ( 1 ) "*" "*" "*"
## 121 ( 1 ) "*" "*" "*"
## 122 ( 1 ) "*" "*" "*"
## 123 ( 1 ) "*" "*" "*"
## 124 ( 1 ) "*" "*" "*"
## 125 ( 1 ) "*" "*" "*"
## 126 ( 1 ) "*" "*" "*"
## 127 ( 1 ) "*" "*" "*"
## 128 ( 1 ) "*" "*" "*"
## 129 ( 1 ) "*" "*" "*"
## 130 ( 1 ) "*" "*" "*"
## 131 ( 1 ) "*" "*" "*"
## 132 ( 1 ) "*" "*" "*"
## 133 ( 1 ) "*" "*" "*"
## 134 ( 1 ) "*" "*" "*"
## 135 ( 1 ) "*" "*" "*"
## 136 ( 1 ) "*" "*" "*"
## 137 ( 1 ) "*" "*" "*"
## 138 ( 1 ) "*" "*" "*"
## 139 ( 1 ) "*" "*" "*"
## 140 ( 1 ) "*" "*" "*"
## 141 ( 1 ) "*" "*" "*"
## 142 ( 1 ) "*" "*" "*"
## 143 ( 1 ) "*" "*" "*"
## 144 ( 1 ) "*" "*" "*"
## 145 ( 1 ) "*" "*" "*"
## 146 ( 1 ) "*" "*" "*"
## 147 ( 1 ) "*" "*" "*"
## 148 ( 1 ) "*" "*" "*"
## 149 ( 1 ) "*" "*" "*"
## 150 ( 1 ) "*" "*" "*"
## 151 ( 1 ) "*" "*" "*"
## Exterior1stStone Exterior1stStucco Exterior1stVinylSd
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) " " " " " "
## 108 ( 1 ) " " " " " "
## 109 ( 1 ) " " " " " "
## 110 ( 1 ) " " " " " "
## 111 ( 1 ) " " " " " "
## 112 ( 1 ) " " " " " "
## 113 ( 1 ) " " " " " "
## 114 ( 1 ) " " " " " "
## 115 ( 1 ) " " " " " "
## 116 ( 1 ) " " " " " "
## 117 ( 1 ) " " " " " "
## 118 ( 1 ) " " " " " "
## 119 ( 1 ) " " " " " "
## 120 ( 1 ) " " " " " "
## 121 ( 1 ) " " " " " "
## 122 ( 1 ) " " " " " "
## 123 ( 1 ) " " " " " "
## 124 ( 1 ) " " " " " "
## 125 ( 1 ) " " " " " "
## 126 ( 1 ) " " " " " "
## 127 ( 1 ) " " " " " "
## 128 ( 1 ) " " " " " "
## 129 ( 1 ) " " " " " "
## 130 ( 1 ) " " " " " "
## 131 ( 1 ) " " " " " "
## 132 ( 1 ) " " " " " "
## 133 ( 1 ) " " " " " "
## 134 ( 1 ) " " " " " "
## 135 ( 1 ) " " " " " "
## 136 ( 1 ) " " " " " "
## 137 ( 1 ) " " " " " "
## 138 ( 1 ) " " " " " "
## 139 ( 1 ) " " " " " "
## 140 ( 1 ) "*" " " " "
## 141 ( 1 ) "*" " " " "
## 142 ( 1 ) "*" " " " "
## 143 ( 1 ) "*" " " " "
## 144 ( 1 ) "*" " " " "
## 145 ( 1 ) "*" " " " "
## 146 ( 1 ) "*" " " " "
## 147 ( 1 ) "*" " " " "
## 148 ( 1 ) "*" " " " "
## 149 ( 1 ) "*" " " " "
## 150 ( 1 ) "*" " " " "
## 151 ( 1 ) "*" " " " "
## Exterior1stWd.Sdng Exterior1stWdShing Exterior2ndAsphShn
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) " " " " " "
## 108 ( 1 ) " " " " " "
## 109 ( 1 ) " " " " " "
## 110 ( 1 ) " " " " " "
## 111 ( 1 ) " " " " " "
## 112 ( 1 ) " " " " " "
## 113 ( 1 ) " " " " " "
## 114 ( 1 ) " " " " " "
## 115 ( 1 ) " " " " " "
## 116 ( 1 ) " " " " " "
## 117 ( 1 ) " " " " " "
## 118 ( 1 ) " " " " " "
## 119 ( 1 ) " " "*" " "
## 120 ( 1 ) " " "*" " "
## 121 ( 1 ) " " "*" " "
## 122 ( 1 ) " " "*" " "
## 123 ( 1 ) " " "*" " "
## 124 ( 1 ) " " "*" " "
## 125 ( 1 ) " " "*" " "
## 126 ( 1 ) " " "*" " "
## 127 ( 1 ) " " "*" " "
## 128 ( 1 ) " " "*" " "
## 129 ( 1 ) " " "*" " "
## 130 ( 1 ) " " "*" " "
## 131 ( 1 ) " " "*" " "
## 132 ( 1 ) " " "*" " "
## 133 ( 1 ) " " "*" " "
## 134 ( 1 ) " " "*" " "
## 135 ( 1 ) " " "*" " "
## 136 ( 1 ) " " "*" " "
## 137 ( 1 ) " " "*" " "
## 138 ( 1 ) " " "*" " "
## 139 ( 1 ) " " "*" " "
## 140 ( 1 ) " " "*" " "
## 141 ( 1 ) " " "*" " "
## 142 ( 1 ) " " "*" " "
## 143 ( 1 ) " " "*" " "
## 144 ( 1 ) " " "*" " "
## 145 ( 1 ) " " "*" " "
## 146 ( 1 ) " " "*" " "
## 147 ( 1 ) " " "*" " "
## 148 ( 1 ) " " "*" " "
## 149 ( 1 ) " " "*" " "
## 150 ( 1 ) " " "*" " "
## 151 ( 1 ) " " "*" " "
## Exterior2ndBrk.Cmn Exterior2ndBrkFace Exterior2ndCBlock
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) " " " " " "
## 108 ( 1 ) " " " " " "
## 109 ( 1 ) " " " " " "
## 110 ( 1 ) " " " " " "
## 111 ( 1 ) " " " " " "
## 112 ( 1 ) " " " " " "
## 113 ( 1 ) " " " " " "
## 114 ( 1 ) " " " " " "
## 115 ( 1 ) " " " " " "
## 116 ( 1 ) " " " " " "
## 117 ( 1 ) " " " " " "
## 118 ( 1 ) " " " " " "
## 119 ( 1 ) " " " " " "
## 120 ( 1 ) " " " " " "
## 121 ( 1 ) " " " " " "
## 122 ( 1 ) " " " " " "
## 123 ( 1 ) " " " " " "
## 124 ( 1 ) " " " " " "
## 125 ( 1 ) " " " " " "
## 126 ( 1 ) " " " " " "
## 127 ( 1 ) " " " " " "
## 128 ( 1 ) " " " " " "
## 129 ( 1 ) " " " " " "
## 130 ( 1 ) " " " " " "
## 131 ( 1 ) " " " " " "
## 132 ( 1 ) " " " " " "
## 133 ( 1 ) " " " " " "
## 134 ( 1 ) " " " " " "
## 135 ( 1 ) " " " " " "
## 136 ( 1 ) " " " " " "
## 137 ( 1 ) " " " " " "
## 138 ( 1 ) " " " " " "
## 139 ( 1 ) "*" " " " "
## 140 ( 1 ) "*" " " " "
## 141 ( 1 ) "*" " " " "
## 142 ( 1 ) "*" " " " "
## 143 ( 1 ) "*" " " " "
## 144 ( 1 ) "*" "*" " "
## 145 ( 1 ) "*" "*" " "
## 146 ( 1 ) "*" "*" " "
## 147 ( 1 ) "*" "*" " "
## 148 ( 1 ) "*" "*" " "
## 149 ( 1 ) "*" "*" " "
## 150 ( 1 ) "*" "*" " "
## 151 ( 1 ) "*" "*" " "
## Exterior2ndCmentBd Exterior2ndHdBoard Exterior2ndImStucc
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " "*"
## 78 ( 1 ) " " " " "*"
## 79 ( 1 ) " " " " "*"
## 80 ( 1 ) " " " " "*"
## 81 ( 1 ) " " " " "*"
## 82 ( 1 ) " " " " "*"
## 83 ( 1 ) " " " " "*"
## 84 ( 1 ) " " " " "*"
## 85 ( 1 ) " " " " "*"
## 86 ( 1 ) " " " " "*"
## 87 ( 1 ) " " " " "*"
## 88 ( 1 ) " " " " "*"
## 89 ( 1 ) " " " " "*"
## 90 ( 1 ) " " " " "*"
## 91 ( 1 ) " " " " "*"
## 92 ( 1 ) " " " " "*"
## 93 ( 1 ) " " " " "*"
## 94 ( 1 ) " " " " "*"
## 95 ( 1 ) " " " " "*"
## 96 ( 1 ) " " " " "*"
## 97 ( 1 ) " " " " "*"
## 98 ( 1 ) " " " " "*"
## 99 ( 1 ) " " " " "*"
## 100 ( 1 ) " " " " "*"
## 101 ( 1 ) " " " " "*"
## 102 ( 1 ) " " " " "*"
## 103 ( 1 ) " " " " "*"
## 104 ( 1 ) " " " " "*"
## 105 ( 1 ) " " " " "*"
## 106 ( 1 ) " " " " "*"
## 107 ( 1 ) " " " " "*"
## 108 ( 1 ) " " " " "*"
## 109 ( 1 ) " " " " "*"
## 110 ( 1 ) " " " " "*"
## 111 ( 1 ) " " " " "*"
## 112 ( 1 ) " " " " "*"
## 113 ( 1 ) " " " " "*"
## 114 ( 1 ) " " " " "*"
## 115 ( 1 ) " " " " "*"
## 116 ( 1 ) " " " " "*"
## 117 ( 1 ) " " " " "*"
## 118 ( 1 ) " " " " "*"
## 119 ( 1 ) " " " " "*"
## 120 ( 1 ) " " " " "*"
## 121 ( 1 ) " " " " "*"
## 122 ( 1 ) " " " " "*"
## 123 ( 1 ) " " " " "*"
## 124 ( 1 ) " " " " "*"
## 125 ( 1 ) " " " " "*"
## 126 ( 1 ) " " " " "*"
## 127 ( 1 ) " " " " "*"
## 128 ( 1 ) " " " " "*"
## 129 ( 1 ) " " " " "*"
## 130 ( 1 ) " " " " "*"
## 131 ( 1 ) " " " " "*"
## 132 ( 1 ) " " " " "*"
## 133 ( 1 ) " " " " "*"
## 134 ( 1 ) " " " " "*"
## 135 ( 1 ) " " " " "*"
## 136 ( 1 ) " " " " "*"
## 137 ( 1 ) " " " " "*"
## 138 ( 1 ) " " " " "*"
## 139 ( 1 ) " " " " "*"
## 140 ( 1 ) " " " " "*"
## 141 ( 1 ) " " " " "*"
## 142 ( 1 ) " " " " "*"
## 143 ( 1 ) " " " " "*"
## 144 ( 1 ) " " " " "*"
## 145 ( 1 ) " " " " "*"
## 146 ( 1 ) "*" " " "*"
## 147 ( 1 ) "*" " " "*"
## 148 ( 1 ) "*" " " "*"
## 149 ( 1 ) "*" " " "*"
## 150 ( 1 ) "*" " " "*"
## 151 ( 1 ) "*" " " "*"
## Exterior2ndMetalSd Exterior2ndOther Exterior2ndPlywood
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " "*" " "
## 67 ( 1 ) " " "*" " "
## 68 ( 1 ) " " "*" " "
## 69 ( 1 ) " " "*" " "
## 70 ( 1 ) " " "*" " "
## 71 ( 1 ) " " "*" " "
## 72 ( 1 ) " " "*" " "
## 73 ( 1 ) " " "*" " "
## 74 ( 1 ) " " "*" " "
## 75 ( 1 ) " " "*" " "
## 76 ( 1 ) " " "*" " "
## 77 ( 1 ) " " "*" " "
## 78 ( 1 ) " " "*" " "
## 79 ( 1 ) " " "*" " "
## 80 ( 1 ) " " "*" " "
## 81 ( 1 ) " " "*" " "
## 82 ( 1 ) " " "*" " "
## 83 ( 1 ) " " "*" " "
## 84 ( 1 ) " " "*" " "
## 85 ( 1 ) " " "*" " "
## 86 ( 1 ) " " "*" " "
## 87 ( 1 ) " " "*" " "
## 88 ( 1 ) " " "*" " "
## 89 ( 1 ) " " "*" " "
## 90 ( 1 ) " " "*" " "
## 91 ( 1 ) " " "*" " "
## 92 ( 1 ) " " "*" " "
## 93 ( 1 ) " " "*" " "
## 94 ( 1 ) " " "*" " "
## 95 ( 1 ) " " "*" " "
## 96 ( 1 ) " " "*" " "
## 97 ( 1 ) " " "*" " "
## 98 ( 1 ) " " "*" " "
## 99 ( 1 ) " " "*" " "
## 100 ( 1 ) " " "*" " "
## 101 ( 1 ) " " "*" " "
## 102 ( 1 ) " " "*" " "
## 103 ( 1 ) " " "*" " "
## 104 ( 1 ) " " "*" " "
## 105 ( 1 ) " " "*" " "
## 106 ( 1 ) " " "*" " "
## 107 ( 1 ) " " "*" " "
## 108 ( 1 ) " " "*" " "
## 109 ( 1 ) " " "*" " "
## 110 ( 1 ) " " "*" " "
## 111 ( 1 ) " " "*" " "
## 112 ( 1 ) " " "*" " "
## 113 ( 1 ) " " "*" " "
## 114 ( 1 ) " " "*" " "
## 115 ( 1 ) " " "*" " "
## 116 ( 1 ) " " "*" " "
## 117 ( 1 ) " " "*" " "
## 118 ( 1 ) " " "*" " "
## 119 ( 1 ) " " "*" " "
## 120 ( 1 ) " " "*" " "
## 121 ( 1 ) " " "*" " "
## 122 ( 1 ) " " "*" " "
## 123 ( 1 ) " " "*" " "
## 124 ( 1 ) " " "*" " "
## 125 ( 1 ) " " "*" " "
## 126 ( 1 ) " " "*" " "
## 127 ( 1 ) " " "*" " "
## 128 ( 1 ) " " "*" " "
## 129 ( 1 ) " " "*" " "
## 130 ( 1 ) " " "*" " "
## 131 ( 1 ) " " "*" " "
## 132 ( 1 ) " " "*" " "
## 133 ( 1 ) " " "*" " "
## 134 ( 1 ) " " "*" " "
## 135 ( 1 ) " " "*" " "
## 136 ( 1 ) " " "*" " "
## 137 ( 1 ) " " "*" " "
## 138 ( 1 ) " " "*" " "
## 139 ( 1 ) " " "*" " "
## 140 ( 1 ) " " "*" " "
## 141 ( 1 ) " " "*" " "
## 142 ( 1 ) " " "*" " "
## 143 ( 1 ) " " "*" " "
## 144 ( 1 ) " " "*" " "
## 145 ( 1 ) " " "*" " "
## 146 ( 1 ) " " "*" " "
## 147 ( 1 ) " " "*" " "
## 148 ( 1 ) " " "*" " "
## 149 ( 1 ) " " "*" " "
## 150 ( 1 ) " " "*" " "
## 151 ( 1 ) " " "*" " "
## Exterior2ndStone Exterior2ndStucco Exterior2ndVinylSd
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) " " " " " "
## 108 ( 1 ) " " " " " "
## 109 ( 1 ) " " " " " "
## 110 ( 1 ) " " " " " "
## 111 ( 1 ) " " " " " "
## 112 ( 1 ) " " " " " "
## 113 ( 1 ) " " " " " "
## 114 ( 1 ) " " " " " "
## 115 ( 1 ) " " " " " "
## 116 ( 1 ) " " " " " "
## 117 ( 1 ) " " " " " "
## 118 ( 1 ) " " " " " "
## 119 ( 1 ) " " " " " "
## 120 ( 1 ) " " " " " "
## 121 ( 1 ) " " " " " "
## 122 ( 1 ) " " " " " "
## 123 ( 1 ) " " " " " "
## 124 ( 1 ) " " " " " "
## 125 ( 1 ) " " " " " "
## 126 ( 1 ) " " " " " "
## 127 ( 1 ) " " " " " "
## 128 ( 1 ) " " " " " "
## 129 ( 1 ) " " " " " "
## 130 ( 1 ) " " " " " "
## 131 ( 1 ) " " " " " "
## 132 ( 1 ) " " " " " "
## 133 ( 1 ) " " " " " "
## 134 ( 1 ) " " " " " "
## 135 ( 1 ) " " " " " "
## 136 ( 1 ) " " " " " "
## 137 ( 1 ) " " " " " "
## 138 ( 1 ) " " " " " "
## 139 ( 1 ) " " " " " "
## 140 ( 1 ) " " " " " "
## 141 ( 1 ) " " " " " "
## 142 ( 1 ) " " " " " "
## 143 ( 1 ) "*" " " " "
## 144 ( 1 ) "*" " " " "
## 145 ( 1 ) "*" " " " "
## 146 ( 1 ) "*" " " " "
## 147 ( 1 ) "*" " " " "
## 148 ( 1 ) "*" " " " "
## 149 ( 1 ) "*" " " " "
## 150 ( 1 ) "*" " " " "
## 151 ( 1 ) "*" " " " "
## Exterior2ndWd.Sdng Exterior2ndWd.Shng MasVnrTypeBrkFace
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " "*"
## 104 ( 1 ) " " " " "*"
## 105 ( 1 ) " " " " "*"
## 106 ( 1 ) " " " " "*"
## 107 ( 1 ) " " " " "*"
## 108 ( 1 ) " " " " "*"
## 109 ( 1 ) " " " " "*"
## 110 ( 1 ) " " " " "*"
## 111 ( 1 ) " " " " "*"
## 112 ( 1 ) " " " " "*"
## 113 ( 1 ) " " " " "*"
## 114 ( 1 ) " " " " "*"
## 115 ( 1 ) " " " " "*"
## 116 ( 1 ) " " " " "*"
## 117 ( 1 ) " " "*" "*"
## 118 ( 1 ) " " "*" "*"
## 119 ( 1 ) " " "*" "*"
## 120 ( 1 ) " " "*" "*"
## 121 ( 1 ) " " "*" "*"
## 122 ( 1 ) " " "*" "*"
## 123 ( 1 ) " " "*" "*"
## 124 ( 1 ) " " "*" "*"
## 125 ( 1 ) " " "*" "*"
## 126 ( 1 ) " " "*" "*"
## 127 ( 1 ) " " "*" "*"
## 128 ( 1 ) " " "*" "*"
## 129 ( 1 ) " " "*" "*"
## 130 ( 1 ) " " "*" "*"
## 131 ( 1 ) " " "*" "*"
## 132 ( 1 ) " " "*" "*"
## 133 ( 1 ) " " "*" "*"
## 134 ( 1 ) " " "*" "*"
## 135 ( 1 ) " " "*" "*"
## 136 ( 1 ) " " "*" "*"
## 137 ( 1 ) " " "*" "*"
## 138 ( 1 ) " " "*" "*"
## 139 ( 1 ) " " "*" "*"
## 140 ( 1 ) " " "*" "*"
## 141 ( 1 ) " " "*" "*"
## 142 ( 1 ) " " "*" "*"
## 143 ( 1 ) " " "*" "*"
## 144 ( 1 ) " " "*" "*"
## 145 ( 1 ) " " "*" "*"
## 146 ( 1 ) " " "*" "*"
## 147 ( 1 ) " " "*" "*"
## 148 ( 1 ) " " "*" "*"
## 149 ( 1 ) " " "*" "*"
## 150 ( 1 ) " " "*" "*"
## 151 ( 1 ) " " "*" "*"
## MasVnrTypeNone MasVnrTypeStone MasVnrArea ExterQual ExterCond
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
## 3 ( 1 ) " " " " " " " " " "
## 4 ( 1 ) " " " " " " "*" " "
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## BsmtExposureNo BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2
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## 151 ( 1 ) "*" "*" "*" " " " "
## BsmtUnfSF TotalBsmtSF HeatingGasA HeatingGasW HeatingGrav
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
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## 151 ( 1 ) "*" "*" "*" "*" "*"
## HeatingOthW HeatingWall HeatingQC CentralAir ElectricalFuseF
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
## 3 ( 1 ) " " " " " " " " " "
## 4 ( 1 ) " " " " " " " " " "
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## ElectricalFuseP ElectricalMix ElectricalSBrkr X1stFlrSF
## 1 ( 1 ) " " " " " " " "
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## 124 ( 1 ) "*" " " "*" "*"
## 125 ( 1 ) "*" " " "*" "*"
## 126 ( 1 ) "*" " " "*" "*"
## 127 ( 1 ) "*" " " "*" "*"
## 128 ( 1 ) "*" " " "*" "*"
## 129 ( 1 ) "*" " " "*" "*"
## 130 ( 1 ) "*" " " "*" "*"
## 131 ( 1 ) "*" " " "*" "*"
## 132 ( 1 ) "*" " " "*" "*"
## 133 ( 1 ) "*" " " "*" "*"
## 134 ( 1 ) "*" " " "*" "*"
## 135 ( 1 ) "*" " " "*" "*"
## 136 ( 1 ) "*" " " "*" "*"
## 137 ( 1 ) "*" " " "*" "*"
## 138 ( 1 ) "*" " " "*" "*"
## 139 ( 1 ) "*" " " "*" "*"
## 140 ( 1 ) "*" " " "*" "*"
## 141 ( 1 ) "*" " " "*" "*"
## 142 ( 1 ) "*" " " "*" "*"
## 143 ( 1 ) "*" " " "*" "*"
## 144 ( 1 ) "*" " " "*" "*"
## 145 ( 1 ) "*" " " "*" "*"
## 146 ( 1 ) "*" " " "*" "*"
## 147 ( 1 ) "*" " " "*" "*"
## 148 ( 1 ) "*" " " "*" "*"
## 149 ( 1 ) "*" " " "*" "*"
## 150 ( 1 ) "*" " " "*" "*"
## 151 ( 1 ) "*" " " "*" "*"
## FunctionalMod FunctionalSev FunctionalTyp Fireplaces
## 1 ( 1 ) " " " " " " " "
## 2 ( 1 ) " " " " " " " "
## 3 ( 1 ) " " " " " " " "
## 4 ( 1 ) " " " " " " " "
## 5 ( 1 ) " " " " " " " "
## 6 ( 1 ) " " " " " " " "
## 7 ( 1 ) " " " " " " " "
## 8 ( 1 ) " " " " " " " "
## 9 ( 1 ) " " " " " " " "
## 10 ( 1 ) " " " " " " " "
## 11 ( 1 ) " " " " " " " "
## 12 ( 1 ) " " " " " " " "
## 13 ( 1 ) " " " " " " " "
## 14 ( 1 ) " " " " " " " "
## 15 ( 1 ) " " " " " " " "
## 16 ( 1 ) " " " " " " " "
## 17 ( 1 ) " " " " " " " "
## 18 ( 1 ) " " " " " " " "
## 19 ( 1 ) " " " " " " " "
## 20 ( 1 ) " " " " " " " "
## 21 ( 1 ) " " " " " " " "
## 22 ( 1 ) " " " " " " " "
## 23 ( 1 ) " " " " " " " "
## 24 ( 1 ) " " " " " " " "
## 25 ( 1 ) " " " " " " "*"
## 26 ( 1 ) " " " " "*" "*"
## 27 ( 1 ) " " " " "*" "*"
## 28 ( 1 ) " " " " "*" "*"
## 29 ( 1 ) " " " " "*" "*"
## 30 ( 1 ) " " " " "*" "*"
## 31 ( 1 ) " " " " "*" "*"
## 32 ( 1 ) " " " " "*" "*"
## 33 ( 1 ) " " " " "*" "*"
## 34 ( 1 ) " " " " "*" "*"
## 35 ( 1 ) " " " " "*" "*"
## 36 ( 1 ) " " " " "*" "*"
## 37 ( 1 ) " " " " "*" "*"
## 38 ( 1 ) " " " " "*" "*"
## 39 ( 1 ) " " " " "*" "*"
## 40 ( 1 ) " " " " "*" "*"
## 41 ( 1 ) " " " " "*" "*"
## 42 ( 1 ) " " " " "*" "*"
## 43 ( 1 ) " " " " "*" "*"
## 44 ( 1 ) " " " " "*" "*"
## 45 ( 1 ) " " " " "*" "*"
## 46 ( 1 ) " " " " "*" "*"
## 47 ( 1 ) " " " " "*" "*"
## 48 ( 1 ) " " " " "*" "*"
## 49 ( 1 ) " " " " "*" "*"
## 50 ( 1 ) " " " " "*" "*"
## 51 ( 1 ) " " " " "*" "*"
## 52 ( 1 ) " " " " "*" "*"
## 53 ( 1 ) " " " " "*" "*"
## 54 ( 1 ) " " " " "*" "*"
## 55 ( 1 ) " " "*" "*" "*"
## 56 ( 1 ) " " "*" "*" "*"
## 57 ( 1 ) " " "*" "*" "*"
## 58 ( 1 ) " " "*" "*" "*"
## 59 ( 1 ) " " "*" "*" "*"
## 60 ( 1 ) " " "*" "*" "*"
## 61 ( 1 ) " " "*" "*" "*"
## 62 ( 1 ) " " "*" "*" "*"
## 63 ( 1 ) " " "*" "*" "*"
## 64 ( 1 ) " " "*" "*" "*"
## 65 ( 1 ) " " "*" "*" "*"
## 66 ( 1 ) " " "*" "*" "*"
## 67 ( 1 ) " " "*" "*" "*"
## 68 ( 1 ) " " "*" "*" "*"
## 69 ( 1 ) " " "*" "*" "*"
## 70 ( 1 ) " " "*" "*" "*"
## 71 ( 1 ) " " "*" "*" "*"
## 72 ( 1 ) " " "*" "*" "*"
## 73 ( 1 ) " " "*" "*" "*"
## 74 ( 1 ) " " "*" "*" "*"
## 75 ( 1 ) " " "*" "*" "*"
## 76 ( 1 ) " " "*" "*" "*"
## 77 ( 1 ) " " "*" "*" "*"
## 78 ( 1 ) " " "*" "*" "*"
## 79 ( 1 ) " " "*" "*" "*"
## 80 ( 1 ) " " "*" "*" "*"
## 81 ( 1 ) " " "*" "*" "*"
## 82 ( 1 ) " " "*" "*" "*"
## 83 ( 1 ) " " "*" "*" "*"
## 84 ( 1 ) " " "*" "*" "*"
## 85 ( 1 ) " " "*" "*" "*"
## 86 ( 1 ) " " "*" "*" "*"
## 87 ( 1 ) " " "*" "*" "*"
## 88 ( 1 ) " " "*" "*" "*"
## 89 ( 1 ) " " "*" "*" "*"
## 90 ( 1 ) " " "*" "*" "*"
## 91 ( 1 ) " " "*" "*" "*"
## 92 ( 1 ) " " "*" "*" "*"
## 93 ( 1 ) " " "*" "*" "*"
## 94 ( 1 ) " " "*" "*" "*"
## 95 ( 1 ) " " "*" "*" "*"
## 96 ( 1 ) " " "*" "*" "*"
## 97 ( 1 ) " " "*" "*" "*"
## 98 ( 1 ) " " "*" "*" "*"
## 99 ( 1 ) " " "*" "*" "*"
## 100 ( 1 ) " " "*" "*" "*"
## 101 ( 1 ) " " "*" "*" "*"
## 102 ( 1 ) " " "*" "*" "*"
## 103 ( 1 ) " " "*" "*" "*"
## 104 ( 1 ) " " "*" "*" "*"
## 105 ( 1 ) " " "*" "*" "*"
## 106 ( 1 ) " " "*" "*" "*"
## 107 ( 1 ) " " "*" "*" "*"
## 108 ( 1 ) " " "*" "*" "*"
## 109 ( 1 ) " " "*" "*" "*"
## 110 ( 1 ) " " "*" "*" "*"
## 111 ( 1 ) " " "*" "*" "*"
## 112 ( 1 ) " " "*" "*" "*"
## 113 ( 1 ) " " "*" "*" "*"
## 114 ( 1 ) " " "*" "*" "*"
## 115 ( 1 ) " " "*" "*" "*"
## 116 ( 1 ) " " "*" "*" "*"
## 117 ( 1 ) " " "*" "*" "*"
## 118 ( 1 ) " " "*" "*" "*"
## 119 ( 1 ) " " "*" "*" "*"
## 120 ( 1 ) " " "*" "*" "*"
## 121 ( 1 ) " " "*" "*" "*"
## 122 ( 1 ) " " "*" "*" "*"
## 123 ( 1 ) " " "*" "*" "*"
## 124 ( 1 ) " " "*" "*" "*"
## 125 ( 1 ) " " "*" "*" "*"
## 126 ( 1 ) " " "*" "*" "*"
## 127 ( 1 ) " " "*" "*" "*"
## 128 ( 1 ) " " "*" "*" "*"
## 129 ( 1 ) " " "*" "*" "*"
## 130 ( 1 ) " " "*" "*" "*"
## 131 ( 1 ) " " "*" "*" "*"
## 132 ( 1 ) " " "*" "*" "*"
## 133 ( 1 ) " " "*" "*" "*"
## 134 ( 1 ) " " "*" "*" "*"
## 135 ( 1 ) " " "*" "*" "*"
## 136 ( 1 ) " " "*" "*" "*"
## 137 ( 1 ) " " "*" "*" "*"
## 138 ( 1 ) " " "*" "*" "*"
## 139 ( 1 ) " " "*" "*" "*"
## 140 ( 1 ) " " "*" "*" "*"
## 141 ( 1 ) " " "*" "*" "*"
## 142 ( 1 ) " " "*" "*" "*"
## 143 ( 1 ) " " "*" "*" "*"
## 144 ( 1 ) " " "*" "*" "*"
## 145 ( 1 ) " " "*" "*" "*"
## 146 ( 1 ) " " "*" "*" "*"
## 147 ( 1 ) " " "*" "*" "*"
## 148 ( 1 ) " " "*" "*" "*"
## 149 ( 1 ) " " "*" "*" "*"
## 150 ( 1 ) " " "*" "*" "*"
## 151 ( 1 ) " " "*" "*" "*"
## FireplaceQu GarageTypeAttchd GarageTypeBasment
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " "*" " "
## 81 ( 1 ) " " "*" " "
## 82 ( 1 ) " " "*" " "
## 83 ( 1 ) " " "*" " "
## 84 ( 1 ) " " "*" " "
## 85 ( 1 ) " " "*" " "
## 86 ( 1 ) " " "*" " "
## 87 ( 1 ) " " "*" " "
## 88 ( 1 ) " " "*" " "
## 89 ( 1 ) " " "*" " "
## 90 ( 1 ) " " "*" " "
## 91 ( 1 ) " " "*" " "
## 92 ( 1 ) " " "*" " "
## 93 ( 1 ) " " "*" " "
## 94 ( 1 ) " " "*" " "
## 95 ( 1 ) " " "*" " "
## 96 ( 1 ) " " "*" " "
## 97 ( 1 ) " " "*" " "
## 98 ( 1 ) " " "*" " "
## 99 ( 1 ) "*" "*" " "
## 100 ( 1 ) "*" "*" " "
## 101 ( 1 ) "*" "*" " "
## 102 ( 1 ) "*" "*" " "
## 103 ( 1 ) "*" "*" " "
## 104 ( 1 ) "*" "*" " "
## 105 ( 1 ) "*" "*" " "
## 106 ( 1 ) "*" "*" " "
## 107 ( 1 ) "*" "*" " "
## 108 ( 1 ) "*" "*" " "
## 109 ( 1 ) "*" "*" " "
## 110 ( 1 ) "*" "*" " "
## 111 ( 1 ) "*" "*" " "
## 112 ( 1 ) "*" "*" " "
## 113 ( 1 ) "*" "*" " "
## 114 ( 1 ) "*" "*" " "
## 115 ( 1 ) "*" "*" " "
## 116 ( 1 ) "*" "*" " "
## 117 ( 1 ) "*" "*" " "
## 118 ( 1 ) "*" "*" " "
## 119 ( 1 ) "*" "*" " "
## 120 ( 1 ) "*" "*" " "
## 121 ( 1 ) "*" "*" " "
## 122 ( 1 ) "*" "*" " "
## 123 ( 1 ) "*" "*" " "
## 124 ( 1 ) "*" "*" " "
## 125 ( 1 ) "*" "*" " "
## 126 ( 1 ) "*" "*" " "
## 127 ( 1 ) "*" "*" " "
## 128 ( 1 ) "*" "*" " "
## 129 ( 1 ) "*" "*" " "
## 130 ( 1 ) "*" "*" " "
## 131 ( 1 ) "*" "*" " "
## 132 ( 1 ) "*" "*" " "
## 133 ( 1 ) "*" "*" " "
## 134 ( 1 ) "*" "*" " "
## 135 ( 1 ) "*" "*" " "
## 136 ( 1 ) "*" "*" " "
## 137 ( 1 ) "*" "*" " "
## 138 ( 1 ) "*" "*" " "
## 139 ( 1 ) "*" "*" " "
## 140 ( 1 ) "*" "*" " "
## 141 ( 1 ) "*" "*" " "
## 142 ( 1 ) "*" "*" " "
## 143 ( 1 ) "*" "*" " "
## 144 ( 1 ) "*" "*" " "
## 145 ( 1 ) "*" "*" " "
## 146 ( 1 ) "*" "*" " "
## 147 ( 1 ) "*" "*" " "
## 148 ( 1 ) "*" "*" " "
## 149 ( 1 ) "*" "*" " "
## 150 ( 1 ) "*" "*" " "
## 151 ( 1 ) "*" "*" "*"
## GarageTypeBuiltIn GarageTypeCarPort GarageTypeDetchd
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) " " " " " "
## 108 ( 1 ) " " " " " "
## 109 ( 1 ) " " " " " "
## 110 ( 1 ) " " " " " "
## 111 ( 1 ) " " " " " "
## 112 ( 1 ) " " " " " "
## 113 ( 1 ) " " " " " "
## 114 ( 1 ) " " " " " "
## 115 ( 1 ) " " " " " "
## 116 ( 1 ) " " " " " "
## 117 ( 1 ) " " " " " "
## 118 ( 1 ) " " " " " "
## 119 ( 1 ) " " " " " "
## 120 ( 1 ) " " " " " "
## 121 ( 1 ) " " " " " "
## 122 ( 1 ) " " " " " "
## 123 ( 1 ) " " " " " "
## 124 ( 1 ) " " " " " "
## 125 ( 1 ) " " " " " "
## 126 ( 1 ) " " " " " "
## 127 ( 1 ) " " " " " "
## 128 ( 1 ) " " " " " "
## 129 ( 1 ) " " " " " "
## 130 ( 1 ) " " " " " "
## 131 ( 1 ) " " " " " "
## 132 ( 1 ) " " " " " "
## 133 ( 1 ) " " " " " "
## 134 ( 1 ) " " " " "*"
## 135 ( 1 ) " " " " "*"
## 136 ( 1 ) " " " " "*"
## 137 ( 1 ) " " " " "*"
## 138 ( 1 ) " " " " "*"
## 139 ( 1 ) " " " " "*"
## 140 ( 1 ) " " " " "*"
## 141 ( 1 ) " " " " "*"
## 142 ( 1 ) " " " " "*"
## 143 ( 1 ) " " " " "*"
## 144 ( 1 ) " " " " "*"
## 145 ( 1 ) " " " " "*"
## 146 ( 1 ) " " " " "*"
## 147 ( 1 ) " " " " "*"
## 148 ( 1 ) " " " " "*"
## 149 ( 1 ) " " " " "*"
## 150 ( 1 ) " " " " "*"
## 151 ( 1 ) " " " " "*"
## GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
## 3 ( 1 ) " " " " " " " " " "
## 4 ( 1 ) " " " " " " " " " "
## 5 ( 1 ) " " " " "*" " " " "
## 6 ( 1 ) " " " " "*" " " " "
## 7 ( 1 ) " " " " "*" " " " "
## 8 ( 1 ) " " " " "*" " " " "
## 9 ( 1 ) " " " " "*" " " " "
## 10 ( 1 ) " " " " "*" " " " "
## 11 ( 1 ) " " " " "*" " " " "
## 12 ( 1 ) " " " " "*" " " " "
## 13 ( 1 ) " " " " "*" " " " "
## 14 ( 1 ) " " " " "*" " " " "
## 15 ( 1 ) " " " " "*" " " " "
## 16 ( 1 ) " " " " "*" " " " "
## 17 ( 1 ) " " " " "*" " " " "
## 18 ( 1 ) " " " " "*" " " " "
## 19 ( 1 ) " " " " "*" " " " "
## 20 ( 1 ) " " " " "*" " " " "
## 21 ( 1 ) " " " " "*" " " " "
## 22 ( 1 ) " " " " "*" " " " "
## 23 ( 1 ) " " " " "*" " " " "
## 24 ( 1 ) " " " " "*" " " " "
## 25 ( 1 ) " " " " "*" " " " "
## 26 ( 1 ) " " " " "*" " " " "
## 27 ( 1 ) " " " " "*" " " " "
## 28 ( 1 ) " " " " "*" " " " "
## 29 ( 1 ) " " " " "*" " " " "
## 30 ( 1 ) " " " " "*" " " " "
## 31 ( 1 ) " " " " "*" " " " "
## 32 ( 1 ) " " " " "*" " " " "
## 33 ( 1 ) " " " " "*" " " " "
## 34 ( 1 ) " " " " "*" " " " "
## 35 ( 1 ) " " " " "*" " " " "
## 36 ( 1 ) " " " " "*" " " " "
## 37 ( 1 ) " " " " "*" " " " "
## 38 ( 1 ) " " " " "*" " " " "
## 39 ( 1 ) " " " " "*" " " " "
## 40 ( 1 ) " " " " "*" " " " "
## 41 ( 1 ) " " " " "*" " " " "
## 42 ( 1 ) " " " " "*" " " " "
## 43 ( 1 ) " " " " "*" " " " "
## 44 ( 1 ) " " " " "*" " " " "
## 45 ( 1 ) " " " " "*" " " " "
## 46 ( 1 ) " " " " "*" " " " "
## 47 ( 1 ) " " " " "*" " " " "
## 48 ( 1 ) " " " " "*" " " " "
## 49 ( 1 ) " " " " "*" " " " "
## 50 ( 1 ) " " " " "*" " " " "
## 51 ( 1 ) " " " " "*" " " " "
## 52 ( 1 ) " " " " "*" " " " "
## 53 ( 1 ) " " " " "*" "*" " "
## 54 ( 1 ) " " " " "*" "*" " "
## 55 ( 1 ) " " " " "*" "*" " "
## 56 ( 1 ) " " " " "*" "*" " "
## 57 ( 1 ) " " " " "*" "*" " "
## 58 ( 1 ) " " " " "*" "*" " "
## 59 ( 1 ) " " " " "*" "*" " "
## 60 ( 1 ) " " " " "*" "*" " "
## 61 ( 1 ) "*" " " "*" "*" " "
## 62 ( 1 ) "*" " " "*" "*" " "
## 63 ( 1 ) "*" " " "*" "*" " "
## 64 ( 1 ) "*" " " "*" "*" " "
## 65 ( 1 ) "*" " " "*" "*" " "
## 66 ( 1 ) "*" " " "*" "*" " "
## 67 ( 1 ) "*" " " "*" "*" " "
## 68 ( 1 ) "*" " " "*" "*" " "
## 69 ( 1 ) "*" " " "*" "*" " "
## 70 ( 1 ) "*" " " "*" "*" " "
## 71 ( 1 ) "*" " " "*" "*" " "
## 72 ( 1 ) "*" " " "*" "*" " "
## 73 ( 1 ) "*" " " "*" "*" " "
## 74 ( 1 ) "*" " " "*" "*" " "
## 75 ( 1 ) "*" " " "*" "*" " "
## 76 ( 1 ) "*" " " "*" "*" " "
## 77 ( 1 ) "*" " " "*" "*" " "
## 78 ( 1 ) "*" " " "*" "*" " "
## 79 ( 1 ) "*" " " "*" "*" " "
## 80 ( 1 ) "*" " " "*" "*" " "
## 81 ( 1 ) "*" " " "*" "*" " "
## 82 ( 1 ) "*" " " "*" "*" " "
## 83 ( 1 ) "*" " " "*" "*" " "
## 84 ( 1 ) "*" " " "*" "*" " "
## 85 ( 1 ) "*" " " "*" "*" " "
## 86 ( 1 ) "*" " " "*" "*" " "
## 87 ( 1 ) "*" " " "*" "*" " "
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## GarageCond PavedDriveP PavedDriveY WoodDeckSF OpenPorchSF
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## 126 ( 1 ) "*" " " " " "*" "*"
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## 141 ( 1 ) "*" " " " " "*" "*"
## 142 ( 1 ) "*" " " " " "*" "*"
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## 145 ( 1 ) "*" " " " " "*" "*"
## 146 ( 1 ) "*" " " " " "*" "*"
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## 149 ( 1 ) "*" " " " " "*" "*"
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## EnclosedPorch X3SsnPorch ScreenPorch PoolArea PoolQC Fence
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## MiscFeatureOthr MiscFeatureShed MiscFeatureTenC MiscVal MoSold
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## 90 ( 1 ) " " " " "*" " " "*"
## 91 ( 1 ) " " " " "*" " " "*"
## 92 ( 1 ) " " " " "*" " " "*"
## 93 ( 1 ) " " " " "*" " " "*"
## 94 ( 1 ) " " " " "*" " " "*"
## 95 ( 1 ) " " " " "*" " " "*"
## 96 ( 1 ) " " " " "*" " " "*"
## 97 ( 1 ) " " " " "*" " " "*"
## 98 ( 1 ) " " " " "*" " " "*"
## 99 ( 1 ) " " " " "*" " " "*"
## 100 ( 1 ) " " " " "*" " " "*"
## 101 ( 1 ) " " " " "*" " " "*"
## 102 ( 1 ) " " " " "*" " " "*"
## 103 ( 1 ) " " " " "*" " " "*"
## 104 ( 1 ) " " " " "*" " " "*"
## 105 ( 1 ) " " " " "*" " " "*"
## 106 ( 1 ) " " " " "*" " " "*"
## 107 ( 1 ) " " " " "*" " " "*"
## 108 ( 1 ) " " " " "*" " " "*"
## 109 ( 1 ) " " " " "*" " " "*"
## 110 ( 1 ) " " " " "*" " " "*"
## 111 ( 1 ) " " " " "*" " " "*"
## 112 ( 1 ) " " " " "*" " " "*"
## 113 ( 1 ) " " " " "*" " " "*"
## 114 ( 1 ) " " " " "*" " " "*"
## 115 ( 1 ) " " " " "*" " " "*"
## 116 ( 1 ) " " " " "*" " " "*"
## 117 ( 1 ) " " " " "*" " " "*"
## 118 ( 1 ) " " " " "*" " " "*"
## 119 ( 1 ) " " " " "*" " " "*"
## 120 ( 1 ) " " " " "*" " " "*"
## 121 ( 1 ) " " " " "*" " " "*"
## 122 ( 1 ) " " " " "*" " " "*"
## 123 ( 1 ) " " " " "*" " " "*"
## 124 ( 1 ) " " " " "*" " " "*"
## 125 ( 1 ) " " " " "*" " " "*"
## 126 ( 1 ) " " " " "*" " " "*"
## 127 ( 1 ) " " " " "*" " " "*"
## 128 ( 1 ) " " " " "*" " " "*"
## 129 ( 1 ) " " " " "*" " " "*"
## 130 ( 1 ) " " " " "*" " " "*"
## 131 ( 1 ) " " " " "*" " " "*"
## 132 ( 1 ) " " " " "*" " " "*"
## 133 ( 1 ) " " " " "*" " " "*"
## 134 ( 1 ) " " " " "*" " " "*"
## 135 ( 1 ) " " " " "*" " " "*"
## 136 ( 1 ) " " " " "*" " " "*"
## 137 ( 1 ) " " " " "*" " " "*"
## 138 ( 1 ) " " " " "*" " " "*"
## 139 ( 1 ) " " " " "*" " " "*"
## 140 ( 1 ) " " " " "*" " " "*"
## 141 ( 1 ) " " " " "*" " " "*"
## 142 ( 1 ) " " " " "*" " " "*"
## 143 ( 1 ) " " " " "*" " " "*"
## 144 ( 1 ) " " " " "*" " " "*"
## 145 ( 1 ) " " " " "*" " " "*"
## 146 ( 1 ) " " " " "*" " " "*"
## 147 ( 1 ) " " " " "*" " " "*"
## 148 ( 1 ) " " " " "*" " " "*"
## 149 ( 1 ) " " " " "*" " " "*"
## 150 ( 1 ) " " " " "*" " " "*"
## 151 ( 1 ) " " " " "*" " " "*"
## YrSold SaleTypeCon SaleTypeConLD SaleTypeConLI SaleTypeConLw
## 1 ( 1 ) " " " " " " " " " "
## 2 ( 1 ) " " " " " " " " " "
## 3 ( 1 ) " " " " " " " " " "
## 4 ( 1 ) " " " " " " " " " "
## 5 ( 1 ) " " " " " " " " " "
## 6 ( 1 ) " " " " " " " " " "
## 7 ( 1 ) " " " " " " " " " "
## 8 ( 1 ) " " " " " " " " " "
## 9 ( 1 ) " " " " " " " " " "
## 10 ( 1 ) " " " " " " " " " "
## 11 ( 1 ) " " " " " " " " " "
## 12 ( 1 ) " " " " " " " " " "
## 13 ( 1 ) " " " " " " " " " "
## 14 ( 1 ) " " " " " " " " " "
## 15 ( 1 ) " " " " " " " " " "
## 16 ( 1 ) " " " " " " " " " "
## 17 ( 1 ) " " " " " " " " " "
## 18 ( 1 ) " " " " " " " " " "
## 19 ( 1 ) " " " " " " " " " "
## 20 ( 1 ) " " " " " " " " " "
## 21 ( 1 ) " " " " " " " " " "
## 22 ( 1 ) " " " " " " " " " "
## 23 ( 1 ) " " " " " " " " " "
## 24 ( 1 ) " " " " " " " " " "
## 25 ( 1 ) " " " " " " " " " "
## 26 ( 1 ) " " " " " " " " " "
## 27 ( 1 ) " " " " " " " " " "
## 28 ( 1 ) " " " " " " " " " "
## 29 ( 1 ) " " " " " " " " " "
## 30 ( 1 ) " " " " " " " " " "
## 31 ( 1 ) " " " " " " " " " "
## 32 ( 1 ) " " " " " " " " " "
## 33 ( 1 ) " " " " " " " " " "
## 34 ( 1 ) " " " " " " " " " "
## 35 ( 1 ) " " " " " " " " " "
## 36 ( 1 ) " " " " " " " " " "
## 37 ( 1 ) " " " " " " " " " "
## 38 ( 1 ) " " " " " " " " " "
## 39 ( 1 ) " " " " " " " " " "
## 40 ( 1 ) " " " " " " " " " "
## 41 ( 1 ) " " " " " " " " " "
## 42 ( 1 ) " " " " " " " " " "
## 43 ( 1 ) " " " " " " " " " "
## 44 ( 1 ) " " " " " " " " " "
## 45 ( 1 ) " " " " " " " " " "
## 46 ( 1 ) " " " " " " " " " "
## 47 ( 1 ) " " " " " " " " " "
## 48 ( 1 ) " " " " " " " " " "
## 49 ( 1 ) " " " " " " " " " "
## 50 ( 1 ) " " " " " " " " " "
## 51 ( 1 ) " " " " " " " " " "
## 52 ( 1 ) " " " " " " " " " "
## 53 ( 1 ) " " " " " " " " " "
## 54 ( 1 ) " " " " " " " " " "
## 55 ( 1 ) " " " " " " " " " "
## 56 ( 1 ) " " " " " " " " " "
## 57 ( 1 ) " " " " " " " " " "
## 58 ( 1 ) " " " " " " " " " "
## 59 ( 1 ) " " " " " " " " " "
## 60 ( 1 ) " " " " " " " " " "
## 61 ( 1 ) " " " " " " " " " "
## 62 ( 1 ) " " " " " " " " " "
## 63 ( 1 ) " " " " " " " " " "
## 64 ( 1 ) " " "*" " " " " " "
## 65 ( 1 ) " " "*" " " " " " "
## 66 ( 1 ) " " "*" " " " " " "
## 67 ( 1 ) " " "*" " " " " " "
## 68 ( 1 ) " " "*" " " " " " "
## 69 ( 1 ) " " "*" " " " " " "
## 70 ( 1 ) " " "*" " " " " " "
## 71 ( 1 ) " " "*" " " " " " "
## 72 ( 1 ) " " "*" " " " " " "
## 73 ( 1 ) " " "*" " " " " " "
## 74 ( 1 ) " " "*" " " " " " "
## 75 ( 1 ) " " "*" " " " " " "
## 76 ( 1 ) " " "*" " " " " " "
## 77 ( 1 ) " " "*" " " " " " "
## 78 ( 1 ) " " "*" " " " " " "
## 79 ( 1 ) " " "*" " " " " " "
## 80 ( 1 ) " " "*" " " " " " "
## 81 ( 1 ) " " "*" " " " " " "
## 82 ( 1 ) " " "*" " " " " " "
## 83 ( 1 ) " " "*" " " " " " "
## 84 ( 1 ) " " "*" " " " " " "
## 85 ( 1 ) " " "*" " " " " " "
## 86 ( 1 ) " " "*" " " " " " "
## 87 ( 1 ) " " "*" " " " " " "
## 88 ( 1 ) " " "*" " " " " " "
## 89 ( 1 ) " " "*" " " " " " "
## 90 ( 1 ) " " "*" " " " " " "
## 91 ( 1 ) " " "*" " " " " " "
## 92 ( 1 ) " " "*" " " " " " "
## 93 ( 1 ) " " "*" " " " " " "
## 94 ( 1 ) " " "*" " " " " " "
## 95 ( 1 ) " " "*" " " " " " "
## 96 ( 1 ) " " "*" " " " " " "
## 97 ( 1 ) " " "*" " " " " " "
## 98 ( 1 ) " " "*" " " " " " "
## 99 ( 1 ) " " "*" " " " " " "
## 100 ( 1 ) " " "*" " " " " " "
## 101 ( 1 ) " " "*" " " " " " "
## 102 ( 1 ) " " "*" "*" " " " "
## 103 ( 1 ) " " "*" "*" " " " "
## 104 ( 1 ) " " "*" "*" " " " "
## 105 ( 1 ) " " "*" "*" " " " "
## 106 ( 1 ) " " "*" "*" " " " "
## 107 ( 1 ) " " "*" "*" " " " "
## 108 ( 1 ) " " "*" "*" " " " "
## 109 ( 1 ) " " "*" "*" " " " "
## 110 ( 1 ) " " "*" "*" " " " "
## 111 ( 1 ) " " "*" "*" " " " "
## 112 ( 1 ) " " "*" "*" " " " "
## 113 ( 1 ) " " "*" "*" " " " "
## 114 ( 1 ) " " "*" "*" " " " "
## 115 ( 1 ) " " "*" "*" " " " "
## 116 ( 1 ) " " "*" "*" " " " "
## 117 ( 1 ) " " "*" "*" " " " "
## 118 ( 1 ) " " "*" "*" " " " "
## 119 ( 1 ) " " "*" "*" " " " "
## 120 ( 1 ) " " "*" "*" " " " "
## 121 ( 1 ) " " "*" "*" " " " "
## 122 ( 1 ) " " "*" "*" " " " "
## 123 ( 1 ) " " "*" "*" " " " "
## 124 ( 1 ) " " "*" "*" " " " "
## 125 ( 1 ) " " "*" "*" " " " "
## 126 ( 1 ) " " "*" "*" " " " "
## 127 ( 1 ) " " "*" "*" " " " "
## 128 ( 1 ) " " "*" "*" " " " "
## 129 ( 1 ) " " "*" "*" " " " "
## 130 ( 1 ) " " "*" "*" " " " "
## 131 ( 1 ) " " "*" "*" " " " "
## 132 ( 1 ) " " "*" "*" " " " "
## 133 ( 1 ) " " "*" "*" " " " "
## 134 ( 1 ) " " "*" "*" " " " "
## 135 ( 1 ) " " "*" "*" " " " "
## 136 ( 1 ) " " "*" "*" " " " "
## 137 ( 1 ) " " "*" "*" " " " "
## 138 ( 1 ) " " "*" "*" " " " "
## 139 ( 1 ) " " "*" "*" " " " "
## 140 ( 1 ) " " "*" "*" " " " "
## 141 ( 1 ) " " "*" "*" " " " "
## 142 ( 1 ) " " "*" "*" " " " "
## 143 ( 1 ) " " "*" "*" " " " "
## 144 ( 1 ) " " "*" "*" " " " "
## 145 ( 1 ) " " "*" "*" " " " "
## 146 ( 1 ) " " "*" "*" " " " "
## 147 ( 1 ) " " "*" "*" " " " "
## 148 ( 1 ) " " "*" "*" " " " "
## 149 ( 1 ) " " "*" "*" " " " "
## 150 ( 1 ) " " "*" "*" " " " "
## 151 ( 1 ) " " "*" "*" " " " "
## SaleTypeCWD SaleTypeNew SaleTypeOth SaleTypeWD
## 1 ( 1 ) " " " " " " " "
## 2 ( 1 ) " " " " " " " "
## 3 ( 1 ) " " " " " " " "
## 4 ( 1 ) " " " " " " " "
## 5 ( 1 ) " " " " " " " "
## 6 ( 1 ) " " " " " " " "
## 7 ( 1 ) " " " " " " " "
## 8 ( 1 ) " " " " " " " "
## 9 ( 1 ) " " " " " " " "
## 10 ( 1 ) " " " " " " " "
## 11 ( 1 ) " " " " " " " "
## 12 ( 1 ) " " " " " " " "
## 13 ( 1 ) " " " " " " " "
## 14 ( 1 ) " " " " " " " "
## 15 ( 1 ) " " " " " " " "
## 16 ( 1 ) " " " " " " " "
## 17 ( 1 ) " " "*" " " " "
## 18 ( 1 ) " " "*" " " " "
## 19 ( 1 ) " " "*" " " " "
## 20 ( 1 ) " " "*" " " " "
## 21 ( 1 ) " " "*" " " " "
## 22 ( 1 ) " " "*" " " " "
## 23 ( 1 ) " " "*" " " " "
## 24 ( 1 ) " " "*" " " " "
## 25 ( 1 ) " " "*" " " " "
## 26 ( 1 ) " " "*" " " " "
## 27 ( 1 ) " " "*" " " " "
## 28 ( 1 ) " " "*" " " " "
## 29 ( 1 ) " " "*" " " " "
## 30 ( 1 ) " " "*" " " " "
## 31 ( 1 ) " " "*" " " " "
## 32 ( 1 ) " " "*" " " " "
## 33 ( 1 ) " " "*" " " " "
## 34 ( 1 ) " " "*" " " " "
## 35 ( 1 ) " " "*" " " " "
## 36 ( 1 ) " " "*" " " " "
## 37 ( 1 ) " " "*" " " " "
## 38 ( 1 ) " " "*" " " " "
## 39 ( 1 ) " " "*" " " " "
## 40 ( 1 ) " " "*" " " " "
## 41 ( 1 ) " " "*" " " " "
## 42 ( 1 ) " " "*" " " " "
## 43 ( 1 ) " " "*" " " " "
## 44 ( 1 ) " " "*" " " " "
## 45 ( 1 ) " " "*" " " " "
## 46 ( 1 ) " " "*" " " " "
## 47 ( 1 ) " " "*" " " " "
## 48 ( 1 ) " " "*" " " " "
## 49 ( 1 ) " " "*" " " " "
## 50 ( 1 ) " " "*" " " " "
## 51 ( 1 ) " " "*" " " " "
## 52 ( 1 ) " " "*" " " " "
## 53 ( 1 ) " " "*" " " " "
## 54 ( 1 ) " " "*" " " " "
## 55 ( 1 ) " " "*" " " " "
## 56 ( 1 ) " " "*" " " " "
## 57 ( 1 ) " " "*" " " " "
## 58 ( 1 ) " " "*" " " " "
## 59 ( 1 ) " " "*" " " " "
## 60 ( 1 ) " " "*" " " " "
## 61 ( 1 ) " " "*" " " " "
## 62 ( 1 ) " " "*" " " " "
## 63 ( 1 ) " " "*" " " " "
## 64 ( 1 ) " " "*" " " " "
## 65 ( 1 ) " " "*" " " " "
## 66 ( 1 ) " " "*" " " " "
## 67 ( 1 ) " " "*" " " " "
## 68 ( 1 ) " " "*" " " " "
## 69 ( 1 ) " " "*" " " " "
## 70 ( 1 ) " " "*" " " " "
## 71 ( 1 ) " " "*" " " " "
## 72 ( 1 ) " " "*" " " " "
## 73 ( 1 ) " " "*" " " " "
## 74 ( 1 ) " " "*" " " " "
## 75 ( 1 ) " " "*" " " " "
## 76 ( 1 ) " " "*" " " " "
## 77 ( 1 ) " " "*" " " " "
## 78 ( 1 ) " " "*" " " " "
## 79 ( 1 ) " " "*" " " " "
## 80 ( 1 ) " " "*" " " " "
## 81 ( 1 ) " " "*" " " " "
## 82 ( 1 ) " " "*" " " " "
## 83 ( 1 ) " " "*" " " " "
## 84 ( 1 ) " " "*" " " " "
## 85 ( 1 ) " " "*" " " " "
## 86 ( 1 ) " " "*" " " " "
## 87 ( 1 ) " " "*" " " " "
## 88 ( 1 ) " " "*" " " " "
## 89 ( 1 ) " " "*" " " " "
## 90 ( 1 ) "*" "*" " " " "
## 91 ( 1 ) "*" "*" " " " "
## 92 ( 1 ) "*" "*" " " " "
## 93 ( 1 ) "*" "*" " " " "
## 94 ( 1 ) "*" "*" " " " "
## 95 ( 1 ) "*" "*" " " " "
## 96 ( 1 ) "*" "*" " " " "
## 97 ( 1 ) "*" "*" " " " "
## 98 ( 1 ) "*" "*" " " " "
## 99 ( 1 ) "*" "*" " " " "
## 100 ( 1 ) "*" "*" " " " "
## 101 ( 1 ) "*" "*" " " " "
## 102 ( 1 ) "*" "*" " " " "
## 103 ( 1 ) "*" "*" " " " "
## 104 ( 1 ) "*" "*" " " " "
## 105 ( 1 ) "*" "*" " " " "
## 106 ( 1 ) "*" "*" " " " "
## 107 ( 1 ) "*" "*" " " " "
## 108 ( 1 ) "*" "*" " " " "
## 109 ( 1 ) "*" "*" " " " "
## 110 ( 1 ) "*" "*" " " " "
## 111 ( 1 ) "*" "*" " " " "
## 112 ( 1 ) "*" "*" " " " "
## 113 ( 1 ) "*" "*" " " " "
## 114 ( 1 ) "*" "*" " " " "
## 115 ( 1 ) "*" "*" " " " "
## 116 ( 1 ) "*" "*" " " " "
## 117 ( 1 ) "*" "*" " " " "
## 118 ( 1 ) "*" "*" " " " "
## 119 ( 1 ) "*" "*" " " " "
## 120 ( 1 ) "*" "*" " " " "
## 121 ( 1 ) "*" "*" " " " "
## 122 ( 1 ) "*" "*" " " " "
## 123 ( 1 ) "*" "*" " " " "
## 124 ( 1 ) "*" "*" " " " "
## 125 ( 1 ) "*" "*" " " " "
## 126 ( 1 ) "*" "*" " " " "
## 127 ( 1 ) "*" "*" " " " "
## 128 ( 1 ) "*" "*" " " " "
## 129 ( 1 ) "*" "*" " " " "
## 130 ( 1 ) "*" "*" " " " "
## 131 ( 1 ) "*" "*" " " " "
## 132 ( 1 ) "*" "*" " " " "
## 133 ( 1 ) "*" "*" " " " "
## 134 ( 1 ) "*" "*" " " " "
## 135 ( 1 ) "*" "*" " " " "
## 136 ( 1 ) "*" "*" " " " "
## 137 ( 1 ) "*" "*" " " " "
## 138 ( 1 ) "*" "*" " " " "
## 139 ( 1 ) "*" "*" " " " "
## 140 ( 1 ) "*" "*" " " " "
## 141 ( 1 ) "*" "*" " " " "
## 142 ( 1 ) "*" "*" " " " "
## 143 ( 1 ) "*" "*" " " " "
## 144 ( 1 ) "*" "*" " " " "
## 145 ( 1 ) "*" "*" " " " "
## 146 ( 1 ) "*" "*" " " " "
## 147 ( 1 ) "*" "*" "*" " "
## 148 ( 1 ) "*" "*" "*" " "
## 149 ( 1 ) "*" "*" "*" " "
## 150 ( 1 ) "*" "*" "*" " "
## 151 ( 1 ) "*" "*" "*" " "
## SaleConditionAdjLand SaleConditionAlloca SaleConditionFamily
## 1 ( 1 ) " " " " " "
## 2 ( 1 ) " " " " " "
## 3 ( 1 ) " " " " " "
## 4 ( 1 ) " " " " " "
## 5 ( 1 ) " " " " " "
## 6 ( 1 ) " " " " " "
## 7 ( 1 ) " " " " " "
## 8 ( 1 ) " " " " " "
## 9 ( 1 ) " " " " " "
## 10 ( 1 ) " " " " " "
## 11 ( 1 ) " " " " " "
## 12 ( 1 ) " " " " " "
## 13 ( 1 ) " " " " " "
## 14 ( 1 ) " " " " " "
## 15 ( 1 ) " " " " " "
## 16 ( 1 ) " " " " " "
## 17 ( 1 ) " " " " " "
## 18 ( 1 ) " " " " " "
## 19 ( 1 ) " " " " " "
## 20 ( 1 ) " " " " " "
## 21 ( 1 ) " " " " " "
## 22 ( 1 ) " " " " " "
## 23 ( 1 ) " " " " " "
## 24 ( 1 ) " " " " " "
## 25 ( 1 ) " " " " " "
## 26 ( 1 ) " " " " " "
## 27 ( 1 ) " " " " " "
## 28 ( 1 ) " " " " " "
## 29 ( 1 ) " " " " " "
## 30 ( 1 ) " " " " " "
## 31 ( 1 ) " " " " " "
## 32 ( 1 ) " " " " " "
## 33 ( 1 ) " " " " " "
## 34 ( 1 ) " " " " " "
## 35 ( 1 ) " " " " " "
## 36 ( 1 ) " " " " " "
## 37 ( 1 ) " " " " " "
## 38 ( 1 ) " " " " " "
## 39 ( 1 ) " " " " " "
## 40 ( 1 ) " " " " " "
## 41 ( 1 ) " " " " " "
## 42 ( 1 ) " " " " " "
## 43 ( 1 ) " " " " " "
## 44 ( 1 ) " " " " " "
## 45 ( 1 ) " " " " " "
## 46 ( 1 ) " " " " " "
## 47 ( 1 ) " " " " " "
## 48 ( 1 ) " " " " " "
## 49 ( 1 ) " " " " " "
## 50 ( 1 ) " " " " " "
## 51 ( 1 ) " " " " " "
## 52 ( 1 ) " " " " " "
## 53 ( 1 ) " " " " " "
## 54 ( 1 ) " " " " " "
## 55 ( 1 ) " " " " " "
## 56 ( 1 ) " " " " " "
## 57 ( 1 ) " " " " " "
## 58 ( 1 ) " " " " " "
## 59 ( 1 ) " " " " " "
## 60 ( 1 ) " " " " " "
## 61 ( 1 ) " " " " " "
## 62 ( 1 ) " " " " " "
## 63 ( 1 ) " " " " " "
## 64 ( 1 ) " " " " " "
## 65 ( 1 ) " " " " " "
## 66 ( 1 ) " " " " " "
## 67 ( 1 ) " " " " " "
## 68 ( 1 ) " " " " " "
## 69 ( 1 ) " " " " " "
## 70 ( 1 ) " " " " " "
## 71 ( 1 ) " " " " " "
## 72 ( 1 ) " " " " " "
## 73 ( 1 ) " " " " " "
## 74 ( 1 ) " " " " " "
## 75 ( 1 ) " " " " " "
## 76 ( 1 ) " " " " " "
## 77 ( 1 ) " " " " " "
## 78 ( 1 ) " " " " " "
## 79 ( 1 ) " " " " " "
## 80 ( 1 ) " " " " " "
## 81 ( 1 ) " " " " " "
## 82 ( 1 ) " " " " " "
## 83 ( 1 ) " " " " " "
## 84 ( 1 ) " " " " " "
## 85 ( 1 ) " " " " " "
## 86 ( 1 ) " " " " " "
## 87 ( 1 ) " " " " " "
## 88 ( 1 ) " " " " " "
## 89 ( 1 ) " " " " " "
## 90 ( 1 ) " " " " " "
## 91 ( 1 ) " " " " " "
## 92 ( 1 ) " " " " " "
## 93 ( 1 ) " " " " " "
## 94 ( 1 ) " " " " " "
## 95 ( 1 ) " " " " " "
## 96 ( 1 ) " " " " " "
## 97 ( 1 ) " " " " " "
## 98 ( 1 ) " " " " " "
## 99 ( 1 ) " " " " " "
## 100 ( 1 ) " " " " " "
## 101 ( 1 ) " " " " " "
## 102 ( 1 ) " " " " " "
## 103 ( 1 ) " " " " " "
## 104 ( 1 ) " " " " " "
## 105 ( 1 ) " " " " " "
## 106 ( 1 ) " " " " " "
## 107 ( 1 ) "*" " " " "
## 108 ( 1 ) "*" " " " "
## 109 ( 1 ) "*" " " " "
## 110 ( 1 ) "*" " " " "
## 111 ( 1 ) "*" " " " "
## 112 ( 1 ) "*" " " " "
## 113 ( 1 ) "*" " " " "
## 114 ( 1 ) "*" " " " "
## 115 ( 1 ) "*" " " " "
## 116 ( 1 ) "*" " " " "
## 117 ( 1 ) "*" " " " "
## 118 ( 1 ) "*" " " " "
## 119 ( 1 ) "*" " " " "
## 120 ( 1 ) "*" " " " "
## 121 ( 1 ) "*" " " " "
## 122 ( 1 ) "*" " " " "
## 123 ( 1 ) "*" " " " "
## 124 ( 1 ) "*" " " " "
## 125 ( 1 ) "*" " " " "
## 126 ( 1 ) "*" " " " "
## 127 ( 1 ) "*" " " " "
## 128 ( 1 ) "*" " " " "
## 129 ( 1 ) "*" " " " "
## 130 ( 1 ) "*" " " " "
## 131 ( 1 ) "*" " " " "
## 132 ( 1 ) "*" " " " "
## 133 ( 1 ) "*" " " " "
## 134 ( 1 ) "*" " " " "
## 135 ( 1 ) "*" " " " "
## 136 ( 1 ) "*" " " " "
## 137 ( 1 ) "*" " " " "
## 138 ( 1 ) "*" " " " "
## 139 ( 1 ) "*" " " " "
## 140 ( 1 ) "*" " " " "
## 141 ( 1 ) "*" " " " "
## 142 ( 1 ) "*" " " " "
## 143 ( 1 ) "*" " " " "
## 144 ( 1 ) "*" " " " "
## 145 ( 1 ) "*" " " " "
## 146 ( 1 ) "*" " " " "
## 147 ( 1 ) "*" " " " "
## 148 ( 1 ) "*" " " " "
## 149 ( 1 ) "*" " " " "
## 150 ( 1 ) "*" " " " "
## 151 ( 1 ) "*" " " " "
## SaleConditionNormal SaleConditionPartial
## 1 ( 1 ) " " " "
## 2 ( 1 ) " " " "
## 3 ( 1 ) " " " "
## 4 ( 1 ) " " " "
## 5 ( 1 ) " " " "
## 6 ( 1 ) " " " "
## 7 ( 1 ) " " " "
## 8 ( 1 ) " " " "
## 9 ( 1 ) " " " "
## 10 ( 1 ) " " " "
## 11 ( 1 ) " " " "
## 12 ( 1 ) " " " "
## 13 ( 1 ) " " " "
## 14 ( 1 ) " " " "
## 15 ( 1 ) " " " "
## 16 ( 1 ) " " " "
## 17 ( 1 ) " " " "
## 18 ( 1 ) " " " "
## 19 ( 1 ) " " " "
## 20 ( 1 ) " " " "
## 21 ( 1 ) " " " "
## 22 ( 1 ) " " " "
## 23 ( 1 ) " " " "
## 24 ( 1 ) " " " "
## 25 ( 1 ) " " " "
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## 151 ( 1 ) "*" " "par(mfrow=c(2,2))
plot(forward_summary$rss, type = "b", ylab = "rss")
plot(forward_summary$cp, type = "b", ylab = "cp")
#cp
which.min(forward_summary$cp)## [1] 86points(86, forward_summary$cp[86], col="red", cex=2, pch = 20)
#bic
plot(forward_summary$bic, type = "b", ylab="bic")
which.min(forward_summary$bic)## [1] 51points(51,forward_summary$bic[51], col="green", cex=2, pch=20)
#adjr2
plot(forward_summary$adjr2, type = "b", ylab="adjr2")
which.max(forward_summary$adjr2)## [1] 126points(126, forward_summary$adjr2[126], col = "blue", cex=2, pch=20)
Forward Prediction
pred_fwd_rss <- predict_regsub(forward, newdata = data.frame(test_knn),id=which.min(forward_summary$rss))
pred_fwd_bic <- predict_regsub(forward, newdata = data.frame(test_knn),id=which.min(forward_summary$bic))
pred_fwd_cp <- predict_regsub(forward, newdata = data.frame(test_knn),id=which.min(forward_summary$cp))
pred_fwd_adjr2<- predict_regsub(forward, newdata = data.frame(test_knn),id=which.min(forward_summary$adjr2))
#pred_fwd_rss
#pred_fwd_bic
#pred_fwd_cp
#pred_fwd_adjr2
# Storing in .csv files
fwdrss_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_fwd_rss)
write.csv(fwdrss_csv, file = "fwd_rss.csv", row.names = FALSE)
fwdbic_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_fwd_bic)
write.csv(fwdbic_csv, file = "fwd_bic.csv", row.names = FALSE)
fwdcp_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_fwd_cp)
write.csv(fwdcp_csv, file = "fwd_cp.csv", row.names = FALSE)
fwdadjr2_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_fwd_adjr2)
write.csv(fwdadjr2_csv, file = "fwd_adjr2.csv", row.names = FALSE)Estimated Test Error: Forward
library(leaps)
library(boot)
fold_index <- cut(sample(1:nrow(train_linear3)), breaks = 10, labels = FALSE)
cv_error_best <- rep(0, 10)
for (i in 1:126){
cat("i=", i, "\n")
error <- rep(0,10)
for (k in 1:10){
train_best_cv <- train_linear3[fold_index!=k,]
test_best_cv <- train_linear3[fold_index==k,]
true_y <- test_best_cv[,'price']
best_fit_cv <- regsubsets(price~., data=train_best_cv, nvmax = 200, method = "forward")
pred_best_cv <- predict_regsub(best_fit_cv, test_best_cv, id=i)
error[k] <- mean((pred_best_cv-true_y)^2)
}
# print(mean(error))
}## i= 1## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 2## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 3## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 4## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 5## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 6## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 7## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 8## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 9## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 10## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 11## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 12## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 13## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 14## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 15## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 16## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 17## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 18## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 19## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 20## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 21## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 22## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 23## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 24## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 25## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 26## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 27## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 28## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 29## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 30## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 31## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 32## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 33## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 34## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 35## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 36## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 37## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 38## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 39## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 40## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 41## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 42## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 43## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 44## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 45## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 46## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 47## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 48## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 49## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 50## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 51## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 52## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 53## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 54## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 55## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 56## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 57## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 58## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 59## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 60## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 61## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 62## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 63## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 64## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 65## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 66## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 67## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 68## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 69## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 70## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 71## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 72## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 73## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 74## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 75## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 76## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 77## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 78## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 79## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 80## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 81## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 82## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 83## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 84## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 85## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 86## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 87## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 88## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 89## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 90## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 91## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 92## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 93## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 94## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 95## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 96## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 97## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 98## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 99## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 100## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 101## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 102## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 103## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 104## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 105## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 106## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 107## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 108## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 109## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 110## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 111## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 112## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 113## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 114## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 115## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 116## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 117## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 118## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 119## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 120## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 121## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 122## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 123## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 124## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 125## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:
## i= 126## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:# note each of the bic, cp, and adjr2 estimated test error based on the 13th and 15th
# NOTE: Commented out as it takes a very long time to run. Estimated Test Error Forward Stepwise
BIC: point 86, 1419937192 CP: point 51, 1564218204 Adjr2: point 126, 1506803815
Forward: RSS
Forward: BIC
Forward: CP
Forward: ADJR2
Forward Stepwise Comments
The scores for the BIC and CP of forward stepwise are better than their counterparts in the best subset method. There is not much difference in the adjr2 result in comparison to the best subset adjr2 result. In general, the forward stepwise method is computationally cheaper than best subset and it does not guaranteed to find the best subset in the data. It can only be applied when the number of predictors is greater than n.
Backward Stepwise
train_backward <- data.frame(train_knn_actual)
backward <- regsubsets(price~., data = train_backward, nvmax = 80, method = "backward")## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:backward_summary <- summary(backward)
#backward_summary# Plot Commands
par(mfrow = c(2,2))
plot(backward_summary$rss, type = "b", ylab = "rss")
plot(backward_summary$cp, type = "b", ylab = "cp")
which.min(backward_summary$cp)## [1] 81points(35, backward_summary$cp[35], col = "red", cex=2, pch=20)
which.min(backward_summary$bic)## [1] 39plot(backward_summary$bic, type = "b", ylab = "bic")
points(24, backward_summary$cp[24], col = "green", cex=2, pch=20)
which.min(backward_summary$adjr2)## [1] 1plot(backward_summary$adjr2, type = "b", ylab = "bic")
points(1, backward_summary$cp[1], col = "blue", cex=2, pch=20)
Prediction Backwards Stepwise
test_backward <- data.frame(test_knn)
pred_back_rss <- predict_regsub(backward, newdata = test_backward, id = which.min(backward_summary$rss))
pred_back_bic <- predict_regsub(backward, newdata = test_backward, id = which.min(backward_summary$bic))
pred_back_cp <- predict_regsub(backward, newdata = test_backward, id = which.min(backward_summary$cp))
pred_back_adjr2 <- predict_regsub(backward, newdata = test_backward, id = which.min(backward_summary$adjr2))
# Storing in .csv files
bckrss_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_back_rss)
write.csv(bckrss_csv, file = "back_rss_midterm.csv", row.names = FALSE)
bckbic_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_back_bic)
write.csv(bckbic_csv, file = "back_bic_midterm.csv", row.names = FALSE)
bckcp_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_back_cp)
write.csv(bckcp_csv, file = "back_cp_midterm.csv", row.names = FALSE)
bckadjr2_csv <- cbind("Id"=1461:2919, "SalePrice" = pred_back_adjr2)
write.csv(bckadjr2_csv, file = "back_adjr2_midterm.csv", row.names = FALSE)Estimated Test Error: Backward
library(leaps)
library(boot)
fold_index <- cut(sample(1:nrow(train_linear3)), breaks = 10, labels = FALSE)
cv_error_best <- rep(0, 10)
for (i in 1:40){
cat("i=", i, "\n")
error_back <- rep(0,10)
for (k in 1:10){
train_best_cv <- train_linear3[fold_index!=k,]
test_best_cv <- train_linear3[fold_index==k,]
true_y <- test_best_cv[,'price']
best_fit_cv <- regsubsets(price~., data=train_best_cv, nvmax = 200, method = "backward")
pred_best_cv <- predict_regsub(best_fit_cv, test_best_cv, id=i)
error_back[k] <- mean((pred_best_cv-true_y)^2)
}
print(mean(error_back))
}## i= 1## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3759275287
## i= 2## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3593119982
## i= 3## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3136097298
## i= 4## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3042545135
## i= 5## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3033173763
## i= 6## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3053587552
## i= 7## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3051200107
## i= 8## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3032044406
## i= 9## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2980309350
## i= 10## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2977297586
## i= 11## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3003929381
## i= 12## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2994362727
## i= 13## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 3029180902
## i= 14## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2903679351
## i= 15## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2778167826
## i= 16## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2706293912
## i= 17## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2253657452
## i= 18## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2214936038
## i= 19## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2095009756
## i= 20## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 2094902689
## i= 21## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1966227742
## i= 22## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1895450098
## i= 23## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1840791609
## i= 24## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1837808463
## i= 25## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1765758032
## i= 26## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1736638291
## i= 27## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1723397979
## i= 28## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1702032209
## i= 29## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1691114614
## i= 30## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1684406189
## i= 31## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1650526558
## i= 32## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1661716138
## i= 33## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1615369800
## i= 34## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1580826852
## i= 35## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1576438467
## i= 36## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1587208263
## i= 37## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1568049808
## i= 38## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1522332499
## i= 39## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1549298022
## i= 40## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 3 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 4 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 7 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 5 linear dependencies found## Reordering variables and trying again:## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax,
## force.in = force.in, : 6 linear dependencies found## Reordering variables and trying again:
## [1] 1523974362Estimated Test Errors for Backwards Stepwise
BIC:point 35, 1718570574 CP:point 24, 2093298831 Adjr2: point 1, 826431765
sqrt(1718570574) # BIC## [1] 41455.65sqrt(2093298831)## [1] 45752.58sqrt(826431765)## [1] 28747.73
Backward: RSS
Backward: BIC
Backward: CP
Backward: ADJR2
Backwards Stepwise Comments
It appears from the true test error results for each summary variable for backwards stepwise are not reliable as the error is extremely high. In general, backward stepwise is similar to forward stepwise in that it is not entriely reliable to find the best subset. It also cannot be applied when p>n due to the inability to perform least squares.
Ridge
library(glmnet)
# X <- model.matrix(SalePrice~., train_knn_actual)
# y <- train_knn_actual$SalePrice
ridge <- glmnet(train_knn_actual,price, alpha = 0) # 0 indicates ridge reg.
ridge$lamda## NULLgrid <- 10^seq(10, -2, length=100)
ridge_mod <- glmnet(train_knn_actual,price,alpha=0, lambda =grid)
dim(coef(ridge_mod))## [1] 211 100ridge_mod$lambda[41]## [1] 141747.4coef(ridge_mod)[,41]## (Intercept) MSSubClass MSZoningFV
## -2.884642e+05 -3.162083e+01 1.954748e+03
## MSZoningRH MSZoningRL MSZoningRM
## -1.246777e+03 2.994798e+03 -3.446788e+03
## LotFrontage LotArea StreetPave
## 6.260510e+01 2.053746e-01 1.183762e+04
## AlleyPave LotShapeIR2 LotShapeIR3
## -6.994827e+02 5.619679e+03 -1.185003e+04
## LotShapeReg LandContourHLS LandContourLow
## -2.178539e+03 5.092453e+03 9.384153e+02
## LandContourLvl UtilitiesNoSeWa LotConfigCulDSac
## 6.470831e+02 -1.472430e+04 5.365354e+03
## LotConfigFR2 LotConfigFR3 LotConfigInside
## -3.448419e+03 -2.080002e+03 -7.895120e+02
## LandSlopeMod LandSlopeSev NeighborhoodBlueste
## 3.078414e+03 -6.830434e+02 -2.803762e+03
## NeighborhoodBrDale NeighborhoodBrkSide NeighborhoodClearCr
## -3.800750e+03 9.864359e+02 2.272598e+03
## NeighborhoodCollgCr NeighborhoodCrawfor NeighborhoodEdwards
## -1.919407e+03 8.918185e+03 -6.656116e+03
## NeighborhoodGilbert NeighborhoodIDOTRR NeighborhoodMeadowV
## -5.302151e+03 -4.239581e+03 -9.737086e+03
## NeighborhoodMitchel NeighborhoodNAmes NeighborhoodNoRidge
## -5.112997e+03 -3.538274e+03 2.247471e+04
## NeighborhoodNPkVill NeighborhoodNridgHt NeighborhoodNWAmes
## -2.125746e+03 1.560342e+04 -2.247481e+03
## NeighborhoodOldTown NeighborhoodSawyer NeighborhoodSawyerW
## -2.683363e+03 -2.986954e+03 -2.738046e+02
## NeighborhoodSomerst NeighborhoodStoneBr NeighborhoodSWISU
## 2.495400e+03 2.043655e+04 -2.064523e+03
## NeighborhoodTimber NeighborhoodVeenker Condition1Feedr
## 1.471450e+03 8.136733e+03 -4.742995e+03
## Condition1Norm Condition1PosA Condition1PosN
## 3.498277e+03 3.671532e+03 -1.363206e+03
## Condition1RRAe Condition1RRAn Condition1RRNe
## -6.183263e+03 2.285358e+01 -3.959265e+03
## Condition1RRNn Condition2Feedr Condition2Norm
## -9.594475e+02 -1.949115e+03 5.599220e+03
## Condition2PosA Condition2PosN Condition2RRAe
## 2.947853e+04 -3.979445e+04 -4.154078e+03
## Condition2RRAn Condition2RRNn BldgType2fmCon
## -3.494337e+03 2.969955e+03 -3.692448e+03
## BldgTypeDuplex BldgTypeTwnhs BldgTypeTwnhsE
## -3.499910e+03 -6.205118e+03 -4.293275e+03
## HouseStyle1.5Unf HouseStyle1Story HouseStyle2.5Fin
## 5.874042e+02 -1.341281e+03 4.622679e+03
## HouseStyle2.5Unf HouseStyle2Story HouseStyleSFoyer
## 1.438498e+02 2.227939e+03 -3.024909e+03
## HouseStyleSLvl OverallQual OverallCond
## -2.878063e+03 4.247628e+03 1.495878e+03
## YearBuilt YearRemodAdd RoofStyleGable
## 5.452595e+01 1.207155e+02 -3.596518e+03
## RoofStyleGambrel RoofStyleHip RoofStyleMansard
## 1.240705e+03 3.693105e+03 4.690392e+02
## RoofStyleShed RoofMatlCompShg RoofMatlMembran
## 8.246802e+03 -2.083878e+03 1.320941e+04
## RoofMatlMetal RoofMatlRoll RoofMatlTar&Grv
## -3.400113e+02 -5.391540e+03 -1.996211e+03
## RoofMatlWdShake RoofMatlWdShngl Exterior1stAsphShn
## 2.990279e+03 4.261016e+04 -1.692840e+03
## Exterior1stBrkComm Exterior1stBrkFace Exterior1stCBlock
## -7.261056e+03 6.847295e+03 -8.995124e+03
## Exterior1stCemntBd Exterior1stHdBoard Exterior1stImStucc
## 5.295192e+03 -1.762169e+03 -5.835584e+02
## Exterior1stMetalSd Exterior1stPlywood Exterior1stStone
## -6.059310e+02 -1.162937e+03 9.197395e+03
## Exterior1stStucco Exterior1stVinylSd Exterior1stWd Sdng
## -2.619251e+03 9.701165e+02 -1.207124e+03
## Exterior1stWdShing Exterior2ndAsphShn Exterior2ndBrk Cmn
## -1.399431e+03 -1.295939e+03 -2.383490e+03
## Exterior2ndBrkFace Exterior2ndCBlock Exterior2ndCmentBd
## 3.338462e+03 -8.987591e+03 4.769203e+03
## Exterior2ndHdBoard Exterior2ndImStucc Exterior2ndMetalSd
## -1.165852e+03 1.313913e+04 -5.793610e+02
## Exterior2ndOther Exterior2ndPlywood Exterior2ndStone
## 6.480941e+03 -1.820078e+03 -5.989528e+02
## Exterior2ndStucco Exterior2ndVinylSd Exterior2ndWd Sdng
## -4.216846e+03 1.167711e+03 -4.536238e+02
## Exterior2ndWd Shng MasVnrTypeBrkFace MasVnrTypeNone
## -1.392763e+03 4.242575e+02 -1.630663e+03
## MasVnrTypeStone MasVnrArea ExterQual
## 5.011192e+03 1.741559e+01 -6.255878e+03
## ExterCond FoundationCBlock FoundationPConc
## 8.218475e+01 -2.817954e+03 3.534860e+03
## FoundationSlab FoundationStone FoundationWood
## -9.775017e+02 1.485584e+03 -3.327238e+03
## BsmtQual BsmtCond BsmtExposureGd
## -4.533333e+03 5.456145e+02 9.449820e+03
## BsmtExposureMn BsmtExposureNo BsmtFinType1
## 2.292711e+02 -4.568408e+03 -5.030689e+02
## BsmtFinSF1 BsmtFinType2 BsmtFinSF2
## 6.330945e+00 -1.057212e+02 1.493379e+00
## BsmtUnfSF TotalBsmtSF HeatingGasA
## 9.737263e-01 8.028793e+00 -7.092672e+02
## HeatingGasW HeatingGrav HeatingOthW
## 4.174418e+03 -4.570893e+03 -7.247271e+03
## HeatingWall HeatingQC CentralAir
## -5.949669e+02 -1.066562e+03 3.633205e+03
## ElectricalFuseF ElectricalFuseP ElectricalMix
## -1.374149e+03 -5.437549e+02 -6.880544e+03
## ElectricalSBrkr X1stFlrSF X2ndFlrSF
## 1.405927e+03 1.090626e+01 6.746558e+00
## LowQualFinSF GrLivArea BsmtFullBath
## 2.467395e+00 1.057677e+01 3.535249e+03
## BsmtHalfBath FullBath HalfBath
## -5.558073e+02 5.698199e+03 3.427236e+03
## BedroomAbvGr KitchenAbvGr KitchenQual
## 1.007148e+03 -4.756605e+03 -2.858366e+03
## TotRmsAbvGrd FunctionalMaj2 FunctionalMin1
## 2.455769e+03 -1.118482e+04 -2.589076e+03
## FunctionalMin2 FunctionalMod FunctionalSev
## -3.189530e+03 2.305927e+02 -2.097477e+04
## FunctionalTyp Fireplaces FireplaceQu
## 4.069652e+03 4.535966e+03 -1.931819e+03
## GarageTypeAttchd GarageTypeBasment GarageTypeBuiltIn
## 9.616425e+02 -2.839458e+03 5.629062e+03
## GarageTypeCarPort GarageTypeDetchd GarageYrBlt
## -6.803889e+03 -2.102907e+03 5.668796e+01
## GarageFinish GarageCars GarageArea
## -2.262755e+03 4.838113e+03 1.611576e+01
## GarageQual GarageCond PavedDriveP
## -3.657514e+02 6.815781e+02 -1.572798e+03
## PavedDriveY WoodDeckSF OpenPorchSF
## 2.550789e+03 1.550527e+01 2.173129e+01
## EnclosedPorch X3SsnPorch ScreenPorch
## -7.754213e-01 1.415451e+01 2.381813e+01
## PoolArea PoolQC Fence
## 4.580287e+00 -1.019363e+04 3.438627e+02
## MiscFeatureOthr MiscFeatureShed MiscFeatureTenC
## -3.889066e+03 2.936070e+03 -6.872366e+03
## MiscVal MoSold YrSold
## -8.266199e-02 1.317703e+01 -4.019605e+01
## SaleTypeCon SaleTypeConLD SaleTypeConLI
## 1.424528e+04 -3.174318e+03 1.635074e+03
## SaleTypeConLw SaleTypeCWD SaleTypeNew
## -2.699935e+03 9.128879e+03 5.894569e+03
## SaleTypeOth SaleTypeWD SaleConditionAdjLand
## -3.019766e+03 -2.563088e+03 -8.666005e+02
## SaleConditionAlloca SaleConditionFamily SaleConditionNormal
## 5.457300e+02 -4.932518e+03 -1.962327e+02
## SaleConditionPartial
## 5.595717e+03cv_out <- cv.glmnet(train_knn_actual,price, alpha = 0, nfolds = 10)
plot(cv_out)
bestlam_proj <- cv_out$lambda.min
bestlam_proj## [1] 48636.17# Finding Estimated Test Error
coef(ridge_mod, s = bestlam_proj) # Lambda = bestlam_proj## 211 x 1 sparse Matrix of class "dgCMatrix"
## 1
## (Intercept) -2.649090e+05
## MSSubClass -5.586304e+01
## MSZoningFV 2.908223e+03
## MSZoningRH 3.308624e+02
## MSZoningRL 3.433604e+03
## MSZoningRM -3.160695e+03
## LotFrontage 2.982762e+01
## LotArea 2.743910e-01
## StreetPave 2.053423e+04
## AlleyPave -2.374335e+02
## LotShapeIR2 6.778881e+03
## LotShapeIR3 -2.300264e+04
## LotShapeReg -1.301970e+03
## LandContourHLS 7.094479e+03
## LandContourLow -3.764486e+02
## LandContourLvl 3.214036e+03
## UtilitiesNoSeWa -2.611984e+04
## LotConfigCulDSac 7.547706e+03
## LotConfigFR2 -5.638497e+03
## LotConfigFR3 -5.839173e+03
## LotConfigInside -6.609282e+02
## LandSlopeMod 4.172089e+03
## LandSlopeSev -3.171775e+03
## NeighborhoodBlueste -2.735901e+03
## NeighborhoodBrDale -4.045490e+02
## NeighborhoodBrkSide 3.179851e+03
## NeighborhoodClearCr 1.238179e+03
## NeighborhoodCollgCr -3.439745e+03
## NeighborhoodCrawfor 1.290176e+04
## NeighborhoodEdwards -9.506880e+03
## NeighborhoodGilbert -8.383031e+03
## NeighborhoodIDOTRR -4.575523e+03
## NeighborhoodMeadowV -1.203960e+04
## NeighborhoodMitchel -7.953354e+03
## NeighborhoodNAmes -4.709745e+03
## NeighborhoodNoRidge 3.162377e+04
## NeighborhoodNPkVill -6.738089e+02
## NeighborhoodNridgHt 2.266162e+04
## NeighborhoodNWAmes -5.162354e+03
## NeighborhoodOldTown -3.705305e+03
## NeighborhoodSawyer -2.675056e+03
## NeighborhoodSawyerW -3.457139e+02
## NeighborhoodSomerst 3.491481e+03
## NeighborhoodStoneBr 3.126579e+04
## NeighborhoodSWISU -2.741856e+03
## NeighborhoodTimber -2.893872e+02
## NeighborhoodVeenker 8.875748e+03
## Condition1Feedr -6.403113e+03
## Condition1Norm 5.284289e+03
## Condition1PosA 4.721655e+03
## Condition1PosN -1.722652e+03
## Condition1RRAe -1.015021e+04
## Condition1RRAn 2.013958e+03
## Condition1RRNe -7.798470e+03
## Condition1RRNn -2.406937e+03
## Condition2Feedr 3.047861e+02
## Condition2Norm 8.626465e+03
## Condition2PosA 4.317380e+04
## Condition2PosN -8.519229e+04
## Condition2RRAe -1.342680e+04
## Condition2RRAn 3.544811e+03
## Condition2RRNn 1.081446e+04
## BldgType2fmCon -3.616159e+03
## BldgTypeDuplex -3.224213e+03
## BldgTypeTwnhs -1.001234e+04
## BldgTypeTwnhsE -8.053563e+03
## HouseStyle1.5Unf 2.961732e+03
## HouseStyle1Story -8.540191e+02
## HouseStyle2.5Fin 1.981096e+03
## HouseStyle2.5Unf -1.958811e+03
## HouseStyle2Story 1.117766e+03
## HouseStyleSFoyer -2.882933e+03
## HouseStyleSLvl -3.302142e+03
## OverallQual 5.648420e+03
## OverallCond 2.770334e+03
## YearBuilt 5.283254e+01
## YearRemodAdd 1.278364e+02
## RoofStyleGable -3.764429e+03
## RoofStyleGambrel 9.846844e+02
## RoofStyleHip 3.497412e+03
## RoofStyleMansard 2.566028e+03
## RoofStyleShed 1.839303e+04
## RoofMatlCompShg 5.676635e+03
## RoofMatlMembran 2.514728e+04
## RoofMatlMetal 6.403139e+03
## RoofMatlRoll -2.846736e+02
## RoofMatlTar&Grv 5.679091e+02
## RoofMatlWdShake 3.036753e+03
## RoofMatlWdShngl 6.853290e+04
## Exterior1stAsphShn 6.810018e+01
## Exterior1stBrkComm -4.924516e+03
## Exterior1stBrkFace 1.053976e+04
## Exterior1stCBlock -1.081936e+04
## Exterior1stCemntBd 6.572324e+03
## Exterior1stHdBoard -1.954745e+03
## Exterior1stImStucc -1.500270e+04
## Exterior1stMetalSd 3.234276e+01
## Exterior1stPlywood -1.254828e+03
## Exterior1stStone 1.235116e+04
## Exterior1stStucco -4.721419e+03
## Exterior1stVinylSd 4.513183e+02
## Exterior1stWd Sdng -1.825135e+03
## Exterior1stWdShing -9.743380e+02
## Exterior2ndAsphShn -2.610405e+02
## Exterior2ndBrk Cmn -9.327667e+02
## Exterior2ndBrkFace 2.356242e+03
## Exterior2ndCBlock -1.081480e+04
## Exterior2ndCmentBd 5.752706e+03
## Exterior2ndHdBoard -1.086277e+03
## Exterior2ndImStucc 1.930775e+04
## Exterior2ndMetalSd -1.117742e+02
## Exterior2ndOther -2.037398e+03
## Exterior2ndPlywood -2.017329e+03
## Exterior2ndStone -3.696793e+03
## Exterior2ndStucco -8.448946e+03
## Exterior2ndVinylSd 9.755412e+02
## Exterior2ndWd Sdng 5.150237e+01
## Exterior2ndWd Shng -3.523133e+03
## MasVnrTypeBrkFace -6.675880e+02
## MasVnrTypeNone 1.672037e+02
## MasVnrTypeStone 3.927503e+03
## MasVnrArea 2.099860e+01
## ExterQual -7.613969e+03
## ExterCond 2.038908e+01
## FoundationCBlock -1.689585e+03
## FoundationPConc 2.964133e+03
## FoundationSlab 2.743702e+03
## FoundationStone 4.423429e+02
## FoundationWood -7.606310e+03
## BsmtQual -5.881418e+03
## BsmtCond 1.010775e+03
## BsmtExposureGd 1.260743e+04
## BsmtExposureMn -1.286794e+03
## BsmtExposureNo -5.791830e+03
## BsmtFinType1 -6.454612e+02
## BsmtFinSF1 7.306214e+00
## BsmtFinType2 -3.943604e+01
## BsmtFinSF2 2.422912e+00
## BsmtUnfSF -3.078921e-01
## TotalBsmtSF 7.924328e+00
## HeatingGasA -2.047803e+03
## HeatingGasW 6.370154e+03
## HeatingGrav -4.972627e+03
## HeatingOthW -1.509486e+04
## HeatingWall 1.572461e+03
## HeatingQC -1.053758e+03
## CentralAir 3.083700e+03
## ElectricalFuseF 2.241821e+01
## ElectricalFuseP 3.228089e+03
## ElectricalMix -4.379994e+03
## ElectricalSBrkr -4.692798e+02
## X1stFlrSF 1.332474e+01
## X2ndFlrSF 9.522207e+00
## LowQualFinSF 1.947451e+00
## GrLivArea 1.382604e+01
## BsmtFullBath 4.387930e+03
## BsmtHalfBath -8.065865e+02
## FullBath 6.597516e+03
## HalfBath 3.800977e+03
## BedroomAbvGr 3.719341e+02
## KitchenAbvGr -7.000867e+03
## KitchenQual -1.832103e+03
## TotRmsAbvGrd 3.030541e+03
## FunctionalMaj2 -1.527935e+04
## FunctionalMin1 -3.429187e+03
## FunctionalMin2 -3.196291e+03
## FunctionalMod -6.506370e+02
## FunctionalSev -3.295282e+04
## FunctionalTyp 6.495734e+03
## Fireplaces 4.595419e+03
## FireplaceQu -1.784471e+03
## GarageTypeAttchd 4.180317e+02
## GarageTypeBasment -2.678134e+03
## GarageTypeBuiltIn 6.558531e+03
## GarageTypeCarPort -6.632254e+03
## GarageTypeDetchd -1.402455e+03
## GarageYrBlt 4.489688e+01
## GarageFinish -1.633222e+03
## GarageCars 5.530663e+03
## GarageArea 1.619250e+01
## GarageQual -1.445869e+02
## GarageCond 1.324101e+03
## PavedDriveP -1.313107e+03
## PavedDriveY 2.128271e+03
## WoodDeckSF 1.599043e+01
## OpenPorchSF 1.768322e+01
## EnclosedPorch 2.120315e-01
## X3SsnPorch 2.347119e+01
## ScreenPorch 3.222107e+01
## PoolArea -1.198446e+01
## PoolQC -1.785963e+04
## Fence 2.127513e+02
## MiscFeatureOthr -1.199685e+03
## MiscFeatureShed 5.046240e+03
## MiscFeatureTenC -2.199935e+04
## MiscVal -8.643477e-02
## MoSold -1.048510e+02
## YrSold -5.817928e+01
## SaleTypeCon 2.063077e+04
## SaleTypeConLD -5.161670e+02
## SaleTypeConLI 2.045382e+03
## SaleTypeConLw -2.737078e+03
## SaleTypeCWD 1.400226e+04
## SaleTypeNew 6.930242e+03
## SaleTypeOth -3.127327e+02
## SaleTypeWD -2.266973e+03
## SaleConditionAdjLand 3.363853e+03
## SaleConditionAlloca 2.201859e+03
## SaleConditionFamily -5.884527e+03
## SaleConditionNormal 1.115425e+03
## SaleConditionPartial 6.393713e+03cv_out$lambda == bestlam_proj## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [12] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [23] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [34] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [45] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [56] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [67] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [78] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [89] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [100] FALSEcv_out$cvm[80]## [1] 1164738616sqrt(cv_out$cvm[80]) # Estimated Test Error## [1] 34128.27# Prediction
ridge_pred <- predict(ridge_mod, s = bestlam_proj, newx = test_knn)
# Writing .csv file for kaggle submission
ridge_csv <- cbind("Id"=1461:2919, "SalePrice" = ridge_pred)
write.csv(ridge_csv, file = "ridge.csv", row.names = FALSE)
Shrinkage: Ridge
Lasso
library(glmnet)
lasso_mod <- glmnet(train_knn_actual,price, alpha=1, lambda=grid)
# Use cv to find parameter, lambda
cv_out_lasso <- cv.glmnet(train_knn_actual, price, alpha=1)
plot(cv_out_lasso)
bestlam_lasso <- cv_out_lasso$lambda.min
coef(lasso_mod, s=bestlam_lasso)## 211 x 1 sparse Matrix of class "dgCMatrix"
## 1
## (Intercept) -4.021257e+05
## MSSubClass -1.718128e+02
## MSZoningFV .
## MSZoningRH .
## MSZoningRL 2.706469e+02
## MSZoningRM -3.610283e+03
## LotFrontage .
## LotArea 3.062037e-01
## StreetPave 9.143865e+03
## AlleyPave .
## LotShapeIR2 1.068355e+03
## LotShapeIR3 -2.216058e+04
## LotShapeReg .
## LandContourHLS .
## LandContourLow .
## LandContourLvl .
## UtilitiesNoSeWa .
## LotConfigCulDSac 6.903184e+03
## LotConfigFR2 .
## LotConfigFR3 .
## LotConfigInside .
## LandSlopeMod .
## LandSlopeSev .
## NeighborhoodBlueste .
## NeighborhoodBrDale .
## NeighborhoodBrkSide 1.438684e+02
## NeighborhoodClearCr .
## NeighborhoodCollgCr .
## NeighborhoodCrawfor 1.276166e+04
## NeighborhoodEdwards -4.029387e+03
## NeighborhoodGilbert .
## NeighborhoodIDOTRR .
## NeighborhoodMeadowV .
## NeighborhoodMitchel .
## NeighborhoodNAmes .
## NeighborhoodNoRidge 3.941825e+04
## NeighborhoodNPkVill .
## NeighborhoodNridgHt 3.420922e+04
## NeighborhoodNWAmes .
## NeighborhoodOldTown -2.812294e+03
## NeighborhoodSawyer .
## NeighborhoodSawyerW .
## NeighborhoodSomerst 6.121220e+03
## NeighborhoodStoneBr 4.086841e+04
## NeighborhoodSWISU .
## NeighborhoodTimber .
## NeighborhoodVeenker .
## Condition1Feedr -8.713090e+02
## Condition1Norm 7.319671e+03
## Condition1PosA .
## Condition1PosN .
## Condition1RRAe .
## Condition1RRAn .
## Condition1RRNe .
## Condition1RRNn .
## Condition2Feedr .
## Condition2Norm .
## Condition2PosA .
## Condition2PosN -1.318937e+05
## Condition2RRAe .
## Condition2RRAn .
## Condition2RRNn .
## BldgType2fmCon .
## BldgTypeDuplex .
## BldgTypeTwnhs -5.131039e+02
## BldgTypeTwnhsE .
## HouseStyle1.5Unf .
## HouseStyle1Story .
## HouseStyle2.5Fin .
## HouseStyle2.5Unf .
## HouseStyle2Story .
## HouseStyleSFoyer .
## HouseStyleSLvl .
## OverallQual 1.127667e+04
## OverallCond 3.502659e+03
## YearBuilt 1.100596e+02
## YearRemodAdd 1.072069e+02
## RoofStyleGable -2.113581e+03
## RoofStyleGambrel .
## RoofStyleHip 3.482992e+02
## RoofStyleMansard .
## RoofStyleShed .
## RoofMatlCompShg 7.129932e+03
## RoofMatlMembran .
## RoofMatlMetal .
## RoofMatlRoll .
## RoofMatlTar&Grv .
## RoofMatlWdShake .
## RoofMatlWdShngl 7.099485e+04
## Exterior1stAsphShn .
## Exterior1stBrkComm .
## Exterior1stBrkFace 1.321763e+04
## Exterior1stCBlock .
## Exterior1stCemntBd 7.054928e+03
## Exterior1stHdBoard .
## Exterior1stImStucc .
## Exterior1stMetalSd .
## Exterior1stPlywood .
## Exterior1stStone .
## Exterior1stStucco .
## Exterior1stVinylSd .
## Exterior1stWd Sdng .
## Exterior1stWdShing .
## Exterior2ndAsphShn .
## Exterior2ndBrk Cmn .
## Exterior2ndBrkFace .
## Exterior2ndCBlock .
## Exterior2ndCmentBd .
## Exterior2ndHdBoard .
## Exterior2ndImStucc 8.971744e+03
## Exterior2ndMetalSd .
## Exterior2ndOther .
## Exterior2ndPlywood .
## Exterior2ndStone .
## Exterior2ndStucco -6.877693e+03
## Exterior2ndVinylSd .
## Exterior2ndWd Sdng .
## Exterior2ndWd Shng -4.147487e+01
## MasVnrTypeBrkFace .
## MasVnrTypeNone .
## MasVnrTypeStone .
## MasVnrArea 1.258372e+01
## ExterQual -9.929926e+03
## ExterCond .
## FoundationCBlock .
## FoundationPConc .
## FoundationSlab .
## FoundationStone .
## FoundationWood .
## BsmtQual -7.854281e+03
## BsmtCond 7.669681e+02
## BsmtExposureGd 1.660717e+04
## BsmtExposureMn .
## BsmtExposureNo -5.404062e+03
## BsmtFinType1 -6.419579e+02
## BsmtFinSF1 8.290173e+00
## BsmtFinType2 .
## BsmtFinSF2 .
## BsmtUnfSF .
## TotalBsmtSF .
## HeatingGasA .
## HeatingGasW .
## HeatingGrav .
## HeatingOthW -1.358465e+04
## HeatingWall .
## HeatingQC -7.085418e+02
## CentralAir .
## ElectricalFuseF .
## ElectricalFuseP .
## ElectricalMix .
## ElectricalSBrkr .
## X1stFlrSF 1.266437e+00
## X2ndFlrSF .
## LowQualFinSF .
## GrLivArea 4.611694e+01
## BsmtFullBath 4.883435e+03
## BsmtHalfBath .
## FullBath 1.975779e+03
## HalfBath .
## BedroomAbvGr .
## KitchenAbvGr -1.724328e+03
## KitchenQual .
## TotRmsAbvGrd 7.300691e+02
## FunctionalMaj2 -6.693419e+02
## FunctionalMin1 .
## FunctionalMin2 .
## FunctionalMod .
## FunctionalSev -1.642400e+04
## FunctionalTyp 8.503539e+03
## Fireplaces 2.662626e+03
## FireplaceQu -1.049145e+03
## GarageTypeAttchd .
## GarageTypeBasment .
## GarageTypeBuiltIn 6.235410e+02
## GarageTypeCarPort .
## GarageTypeDetchd .
## GarageYrBlt .
## GarageFinish .
## GarageCars 8.853403e+03
## GarageArea 1.171259e+00
## GarageQual .
## GarageCond 2.002719e+02
## PavedDriveP .
## PavedDriveY .
## WoodDeckSF 8.573379e+00
## OpenPorchSF .
## EnclosedPorch .
## X3SsnPorch .
## ScreenPorch 2.234613e+01
## PoolArea .
## PoolQC -5.728823e+03
## Fence .
## MiscFeatureOthr .
## MiscFeatureShed .
## MiscFeatureTenC .
## MiscVal .
## MoSold .
## YrSold .
## SaleTypeCon 4.796777e+03
## SaleTypeConLD .
## SaleTypeConLI .
## SaleTypeConLw .
## SaleTypeCWD .
## SaleTypeNew 1.424453e+04
## SaleTypeOth .
## SaleTypeWD .
## SaleConditionAdjLand .
## SaleConditionAlloca .
## SaleConditionFamily .
## SaleConditionNormal .
## SaleConditionPartial .cv_out_lasso$lambda == bestlam_lasso## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [12] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [23] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [34] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [45] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [56] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [67] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [78] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [89] FALSE FALSE FALSEcv_out_lasso$cvm[40]## [1] 1143491133sqrt(cv_out_lasso$cvm[40]) # Estimated Test error## [1] 33815.55# Predict
lasso_pred <- predict(lasso_mod, s = bestlam_lasso, newx = test_knn) 
Lasso
Shrinkage Method Comments
Out of all my methods, the shrinkage methods of Ridge and Lasso performed the best with a score of 0.16032 and 0.16030 respecitvely. Unlike best subset, forward stepwise, and backward stepwise, they account for all the predictors in the final model. The penalty shrinks all of the coefficients towards zero. However, it will not set them to exactly zero. The lasso improved the least squares due to the bias-variance trade-off. This leads to lower test error.
Genearlized Additive Model (GAM)
library(gam)## Loading required package: splines## Loaded gam 1.16.1gam_proj <- gam(price~., data = train_linear2)## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignoredgam_proj## Call:
## gam(formula = price ~ ., data = train_linear2)
##
## Degrees of Freedom: 1459 total; 1252 Residual
## Residual Deviance: 715971201270# Prediction
test_gam_frame<- data.frame(test_knn)
gam_pred <- predict(gam_proj, test_gam_frame)## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type
## == : prediction from a rank-deficient fit may be misleadinggam_pred## 1461 1462 1463 1464 1465 1466
## 114449.7432 150911.4118 175885.8992 174296.9908 222298.3588 170807.8304
## 1467 1468 1469 1470 1471 1472
## 177212.2100 154658.4204 201996.9926 108339.7875 174048.1451 105495.0198
## 1473 1474 1475 1476 1477 1478
## 106596.1127 146007.0583 117701.8456 358068.9684 276634.9832 293747.9243
## 1479 1480 1481 1482 1483 1484
## 297322.3814 466484.7057 319019.3816 213488.7715 172499.8530 160445.7771
## 1485 1486 1487 1488 1489 1490
## 180773.8004 197768.2026 326380.1690 233811.6281 216354.6976 252336.1074
## 1491 1492 1493 1494 1495 1496
## 204130.1842 92142.4453 177350.9789 319947.9969 287117.9433 244463.8952
## 1497 1498 1499 1500 1501 1502
## 177725.1454 175820.9613 154412.0651 145264.1687 201196.2264 138319.7399
## 1503 1504 1505 1506 1507 1508
## 299125.3664 238850.1605 226666.5315 180344.3160 259613.3634 197171.9597
## 1509 1510 1511 1512 1513 1514
## 146987.5201 145073.0863 170971.9401 178458.0408 148336.0990 190953.3774
## 1515 1516 1517 1518 1519 1520
## 224051.3496 151045.2747 173072.3740 117682.9206 233266.5611 128357.9800
## 1521 1522 1523 1524 1525 1526
## 140400.0216 189270.2123 106757.5714 124263.1091 117368.2895 110081.7824
## 1527 1528 1529 1530 1531 1532
## 114863.5893 131062.6013 162639.1916 213493.5520 136144.8413 89959.5046
## 1533 1534 1535 1536 1537 1538
## 163802.3681 141545.3308 147805.2211 90138.9630 54270.1021 160041.8858
## 1539 1540 1541 1542 1543 1544
## 224033.3977 126602.6060 150339.6718 155460.4728 199753.6207 83316.9101
## 1545 1546 1547 1548 1549 1550
## 124630.3480 151527.4831 149272.0824 149487.9568 125133.2610 144245.3381
## 1551 1552 1553 1554 1555 1556
## 117295.0754 152291.8796 162000.1842 117934.7488 165360.8013 58275.0957
## 1557 1558 1559 1560 1561 1562
## 138887.8197 113719.4485 59752.8239 125284.2799 145154.1907 128997.3198
## 1563 1564 1565 1566 1567 1568
## 126375.6022 169167.2982 144030.8868 242140.4661 83119.6712 212467.1572
## 1569 1570 1571 1572 1573 1574
## 128751.5975 131037.7292 101996.8048 147326.5110 291477.1362 129862.5514
## 1575 1576 1577 1578 1579 1580
## 239455.5393 233520.2635 186003.4149 154806.2075 135226.1114 190387.7445
## 1581 1582 1583 1584 1585 1586
## 166581.1144 123785.6338 296692.1050 224143.3427 141619.0847 54961.3902
## 1587 1588 1589 1590 1591 1592
## 116731.0236 160374.7436 102585.2210 130024.1934 94106.5417 133377.9526
## 1593 1594 1595 1596 1597 1598
## 125639.1132 141030.8730 109090.8688 242240.7154 199460.6418 202225.8403
## 1599 1600 1601 1602 1603 1604
## 205170.4937 184599.5629 56780.7426 126988.0923 42641.0052 281087.3525
## 1605 1606 1607 1608 1609 1610
## 235375.0093 146388.4404 164601.8015 196569.3398 200546.0460 147782.9005
## 1611 1612 1613 1614 1615 1616
## 126632.3505 186927.1261 164571.7808 142724.6270 88533.0428 69850.0746
## 1617 1618 1619 1620 1621 1622
## 86105.6096 134373.6520 140358.7495 173443.5648 139859.2857 138512.0822
## 1623 1624 1625 1626 1627 1628
## 274548.8443 209281.9159 121902.7943 171927.2888 186169.7835 278818.0595
## 1629 1630 1631 1632 1633 1634
## 175352.3728 382264.6356 258326.1149 275812.4407 176369.8429 186039.4283
## 1635 1636 1637 1638 1639 1640
## 168918.8945 143200.9395 196604.1649 181819.3483 180540.4583 242874.3302
## 1641 1642 1643 1644 1645 1646
## 171387.2871 238380.4054 220469.6896 227458.4101 226928.0947 159634.0848
## 1647 1648 1649 1650 1651 1652
## 145203.1322 124356.0776 130713.4207 108915.8642 109964.4898 101913.2308
## 1653 1654 1655 1656 1657 1658
## 106824.8439 152229.0172 137331.4921 144173.1107 163768.1617 171152.6188
## 1659 1660 1661 1662 1663 1664
## 126064.7490 155052.8481 417336.8462 376685.6451 371506.3646 506645.5302
## 1665 1666 1667 1668 1669 1670
## 311426.8683 336441.4166 349293.4204 347024.7232 304905.5617 343545.2236
## 1671 1672 1673 1674 1675 1676
## 286661.3427 396028.9614 300244.9471 264499.5066 221558.6721 219885.4795
## 1677 1678 1679 1680 1681 1682
## 225996.8122 471871.6445 375494.7706 322152.3424 267153.9962 328861.3520
## 1683 1684 1685 1686 1687 1688
## 208949.7598 173905.5766 176803.3300 156657.4027 172622.6804 180114.9347
## 1689 1690 1691 1692 1693 1694
## 184834.5437 187766.5689 179096.4913 252659.4167 171282.2382 174553.6905
## 1695 1696 1697 1698 1699 1700
## 170632.0189 257434.6359 166537.3018 340267.5798 327166.2546 269020.5641
## 1701 1702 1703 1704 1705 1706
## 283569.9609 235221.5548 227699.7844 279623.8465 242469.8870 182853.3437
## 1707 1708 1709 1710 1711 1712
## 230455.0169 210014.3524 250301.7717 317188.1381 258873.8371 258429.0044
## 1713 1714 1715 1716 1717 1718
## 261513.1764 214950.0144 208295.3102 192084.9580 175421.7227 141944.6747
## 1719 1720 1721 1722 1723 1724
## 234911.8081 251205.2764 156647.3581 105444.3723 139124.9082 221039.7124
## 1725 1726 1727 1728 1729 1730
## 239672.7441 193239.6406 164794.2500 155775.7994 168071.7624 158930.8036
## 1731 1732 1733 1734 1735 1736
## 120316.2638 147807.9311 119283.0407 121061.0437 105406.8843 97873.2225
## 1737 1738 1739 1740 1741 1742
## 288376.5505 263888.5450 257854.3860 223830.0962 196244.6113 177270.1344
## 1743 1744 1745 1746 1747 1748
## 169904.4623 319457.6511 230444.8864 193229.7388 210637.3522 222550.5456
## 1749 1750 1751 1752 1753 1754
## 134764.7239 125974.6291 236575.4428 106039.8499 152248.8106 198635.8331
## 1755 1756 1757 1758 1759 1760
## 164413.1469 137374.2661 120947.5236 137967.5739 156780.1995 162476.8402
## 1761 1762 1763 1764 1765 1766
## 161988.3129 185149.1758 178431.3989 106626.8347 203252.4675 198070.3936
## 1767 1768 1769 1770 1771 1772
## 229682.4236 146191.1659 154702.1678 158791.4869 123290.4854 138529.5589
## 1773 1774 1775 1776 1777 1778
## 109241.1677 278867.7906 143031.4529 132834.6223 114081.2445 155144.2793
## 1779 1780 1781 1782 1783 1784
## 134415.6272 157609.6069 122854.2486 81113.8132 129375.4593 118735.0619
## 1785 1786 1787 1788 1789 1790
## 119028.9565 124523.0111 159111.1491 71381.7440 102815.4247 60873.4893
## 1791 1792 1793 1794 1795 1796
## 198665.7766 164301.9503 130410.0162 173614.4391 138205.9971 246427.1695
## 1797 1798 1799 1800 1801 1802
## 129448.8983 126673.1660 108279.8788 138566.1829 120366.0474 118391.9226
## 1803 1804 1805 1806 1807 1808
## 156999.1930 128569.5425 132040.8140 126533.7699 159337.6611 123935.9017
## 1809 1810 1811 1812 1813 1814
## 130680.0997 147237.9538 106697.3940 116082.2189 131686.9710 104005.4163
## 1815 1816 1817 1818 1819 1820
## 38668.7833 119251.1722 124514.5356 159142.1427 112119.2053 33810.0882
## 1821 1822 1823 1824 1825 1826
## 117795.4192 143359.3368 43530.0858 135376.5696 162314.4944 101743.0000
## 1827 1828 1829 1830 1831 1832
## 109824.4929 146477.1917 129774.3465 149843.6502 156567.9567 38695.5575
## 1833 1834 1835 1836 1837 1838
## 141494.7863 118195.2274 112803.3332 137621.4733 98076.7624 115289.0519
## 1839 1840 1841 1842 1843 1844
## 121028.3984 154855.9692 130704.0450 82380.7498 135532.1275 143667.5932
## 1845 1846 1847 1848 1849 1850
## 172422.0305 145639.3263 165233.1079 39504.6717 89900.8084 121901.1198
## 1851 1852 1853 1854 1855 1856
## 148342.1884 114312.1839 116120.4183 160258.8514 153878.5346 220048.5924
## 1857 1858 1859 1860 1861 1862
## 100817.2570 138627.2145 106443.8036 143789.9964 110882.8193 275400.2291
## 1863 1864 1865 1866 1867 1868
## 266255.0715 267441.2225 347827.4760 318879.8295 218075.1907 296574.1273
## 1869 1870 1871 1872 1873 1874
## 217494.6268 221483.6821 248342.9973 189017.5794 239794.7308 130842.0411
## 1875 1876 1877 1878 1879 1880
## 178618.1889 194866.9033 209336.5115 201874.0900 128072.8478 123918.6752
## 1881 1882 1883 1884 1885 1886
## 246244.6669 243820.8174 199311.1188 204549.5604 233676.8981 281858.4820
## 1887 1888 1889 1890 1891 1892
## 225925.0546 265173.5931 165174.4420 96194.3221 88574.3274 105074.1699
## 1893 1894 1895 1896 1897 1898
## 138143.1050 112417.2056 135962.0235 129907.1297 118413.4917 98507.7368
## 1899 1900 1901 1902 1903 1904
## 159367.9897 155324.1305 190965.8879 172903.9014 218385.9033 141920.6832
## 1905 1906 1907 1908 1909 1910
## 194905.7469 153692.0861 238384.4489 113657.1616 138958.0221 124499.4713
## 1911 1912 1913 1914 1915 1916
## 221305.1761 329964.4849 164629.0664 38197.4663 330573.0352 41887.7424
## 1917 1918 1919 1920 1921 1922
## 243851.8783 159651.4410 162362.3180 160149.8766 368574.2643 322068.3376
## 1923 1924 1925 1926 1927 1928
## 241094.0730 214159.1211 215093.9015 364134.0659 121782.1483 157492.2622
## 1929 1930 1931 1932 1933 1934
## 129010.5170 129851.5125 131792.2737 129756.7793 192335.4361 177804.3663
## 1935 1936 1937 1938 1939 1940
## 159968.7245 201504.0003 175245.2758 168047.0463 287281.3732 211443.6855
## 1941 1942 1943 1944 1945 1946
## 165422.1596 162806.4726 240212.4223 345281.8504 390113.5078 121479.6731
## 1947 1948 1949 1950 1951 1952
## 109372.7430 144867.6795 220568.4041 187290.6529 246896.1668 212467.5286
## 1953 1954 1955 1956 1957 1958
## 174318.3151 178980.3701 122698.9639 263225.8522 146788.6740 259029.3682
## 1959 1960 1961 1962 1963 1964
## 138110.2348 94425.6403 120371.8250 105911.1467 119055.5045 113929.1595
## 1965 1966 1967 1968 1969 1970
## 143292.9275 144878.2373 321483.1528 400376.1439 381976.3877 388673.5182
## 1971 1972 1973 1974 1975 1976
## 444738.0186 361112.2223 305098.4214 322685.8957 561283.9188 294916.5384
## 1977 1978 1979 1980 1981 1982
## 376685.0405 346087.1139 311708.2388 208707.6276 348951.7687 231981.2011
## 1983 1984 1985 1986 1987 1988
## 212042.6617 207442.7968 236619.7090 214956.1044 226385.8514 175912.0240
## 1989 1990 1991 1992 1993 1994
## 191165.8475 224937.7939 245248.2449 231797.4597 170143.3346 234904.0291
## 1995 1996 1997 1998 1999 2000
## 178971.7042 292486.0342 290874.6512 327842.2486 308456.2423 325690.7003
## 2001 2002 2003 2004 2005 2006
## 260777.3785 246562.1734 244600.1308 287369.0691 233110.5869 225891.4482
## 2007 2008 2009 2010 2011 2012
## 241976.1443 244221.0417 197108.3830 196865.3396 110040.4462 176118.7709
## 2013 2014 2015 2016 2017 2018
## 180625.3550 186499.3545 219547.0962 195624.1855 203860.7405 87910.4435
## 2019 2020 2021 2022 2023 2024
## 142285.5720 77710.2788 106027.6877 202714.8348 146040.3950 311239.6603
## 2025 2026 2027 2028 2029 2030
## 364780.9253 168561.2637 157427.2107 161384.9359 168260.7207 239304.7649
## 2031 2032 2033 2034 2035 2036
## 233970.9622 228527.4896 233474.8785 174526.2346 219434.9516 196267.0263
## 2037 2038 2039 2040 2041 2042
## 214806.4437 301835.4579 230388.7159 325848.9046 283622.4068 222556.6995
## 2043 2044 2045 2046 2047 2048
## 174208.7232 171216.3992 189560.5452 152855.8819 140935.0211 142817.9754
## 2049 2050 2051 2052 2053 2054
## 139615.3155 161093.7790 102918.3130 110917.2295 133304.7200 75425.0064
## 2055 2056 2057 2058 2059 2060
## 176431.1816 137086.4556 93358.3015 210046.4443 129311.0831 178436.8637
## 2061 2062 2063 2064 2065 2066
## 171198.6560 127833.0550 107188.0127 135934.3065 92753.4733 165001.3315
## 2067 2068 2069 2070 2071 2072
## 95429.3724 146550.0864 93983.5330 107622.9173 107317.3237 137296.7527
## 2073 2074 2075 2076 2077 2078
## 119199.9909 174639.8252 152774.4531 139357.3792 164452.6726 127436.2070
## 2079 2080 2081 2082 2083 2084
## 124062.1432 119963.3945 130084.8069 136763.7920 153050.5653 98631.5314
## 2085 2086 2087 2088 2089 2090
## 108484.1497 107306.5359 114906.2689 105419.9478 85411.7793 121217.0554
## 2091 2092 2093 2094 2095 2096
## 97847.5626 123853.3015 144113.0333 127696.3065 167684.1552 93401.3676
## 2097 2098 2099 2100 2101 2102
## 102491.7562 154321.8294 36268.6876 49905.9954 124044.3812 119074.1613
## 2103 2104 2105 2106 2107 2108
## 100618.9015 129677.9553 159101.1234 59382.2585 183992.4894 124953.9819
## 2109 2110 2111 2112 2113 2114
## 112470.8798 135889.2119 156388.5581 145401.4651 123051.9131 110848.6283
## 2115 2116 2117 2118 2119 2120
## 172485.3996 111858.9086 162011.0956 126863.5036 127001.9900 99000.9656
## 2121 2122 2123 2124 2125 2126
## 103364.8926 146161.8722 83453.5493 175099.0164 135052.9126 157698.1098
## 2127 2128 2129 2130 2131 2132
## 166895.9142 157610.4884 58065.6663 146782.9094 119226.4889 107236.1035
## 2133 2134 2135 2136 2137 2138
## 134264.3384 119115.0124 109065.3983 64400.9619 116004.6858 135320.8445
## 2139 2140 2141 2142 2143 2144
## 137933.5484 137757.7647 164339.3046 124602.5530 151403.2323 121949.7113
## 2145 2146 2147 2148 2149 2150
## 138709.9071 184176.3524 140881.1632 120988.8868 145784.9952 221149.2810
## 2151 2152 2153 2154 2155 2156
## 125772.7953 203303.7492 204211.4284 106273.5650 141381.9362 286191.5662
## 2157 2158 2159 2160 2161 2162
## 236290.0485 243441.4031 231769.0169 185000.3131 232813.6336 366506.4548
## 2163 2164 2165 2166 2167 2168
## 335098.7808 248273.6085 200378.6347 143109.1859 289765.5749 182384.0086
## 2169 2170 2171 2172 2173 2174
## 192893.6583 218329.1358 144703.8477 126021.6193 155263.1909 228658.7023
## 2175 2176 2177 2178 2179 2180
## 270664.2075 308801.2600 250031.4384 214061.0229 132186.2331 230930.4621
## 2181 2182 2183 2184 2185 2186
## 187411.6009 213757.8801 189387.5864 121233.9240 123283.0457 155999.9822
## 2187 2188 2189 2190 2191 2192
## 151384.7331 152330.5943 274032.7831 83807.0799 65051.3862 78918.1576
## 2193 2194 2195 2196 2197 2198
## 103209.7074 96689.9329 92840.0688 115711.2001 110896.0605 161215.1448
## 2199 2200 2201 2202 2203 2204
## 169743.4872 152928.8724 150728.0950 210553.3138 140700.2662 186205.5015
## 2205 2206 2207 2208 2209 2210
## 120665.2941 155995.1137 215087.1207 247908.8050 248669.5546 128933.7157
## 2211 2212 2213 2214 2215 2216
## 118395.1676 134339.3931 113693.3029 162134.0338 105603.2930 160900.2919
## 2217 2218 2219 2220 2221 2222
## 99235.1093 52162.7913 41801.7204 4782.2623 330264.7925 284904.8359
## 2223 2224 2225 2226 2227 2228
## 272967.1443 201490.7974 103278.1160 197161.7787 198479.5294 284200.0681
## 2229 2230 2231 2232 2233 2234
## 256544.2180 184230.1645 217661.4100 175674.5073 186279.7611 245856.7151
## 2235 2236 2237 2238 2239 2240
## 235241.6928 253859.9888 310716.7053 193880.0366 120952.7949 145692.4586
## 2241 2242 2243 2244 2245 2246
## 149502.1639 134227.2477 134956.3819 114705.7113 126376.3012 129900.2192
## 2247 2248 2249 2250 2251 2252
## 123422.3176 119238.4659 111983.9881 123748.7441 58175.3706 193042.3850
## 2253 2254 2255 2256 2257 2258
## 160109.6597 180352.2618 189371.6605 176609.0459 204458.7578 142204.0116
## 2259 2260 2261 2262 2263 2264
## 176733.2238 106544.5174 236941.4529 258561.2745 359426.8863 445935.6977
## 2265 2266 2267 2268 2269 2270
## 143862.7610 305478.0451 409596.2133 468387.8027 141168.9590 191431.1256
## 2271 2272 2273 2274 2275 2276
## 210800.0583 165744.8654 144071.4811 182941.5622 151374.6406 195548.1652
## 2277 2278 2279 2280 2281 2282
## 181843.9247 152390.0072 95535.8440 99093.1719 152130.1879 168204.2517
## 2283 2284 2285 2286 2287 2288
## 119967.3488 102911.4654 156149.5733 121417.7339 374068.7409 310660.1988
## 2289 2290 2291 2292 2293 2294
## 378047.7977 432751.1140 344160.7913 403524.8049 451701.6975 374345.2346
## 2295 2296 2297 2298 2299 2300
## 462125.2190 299229.6371 367789.6271 352401.8587 343128.0425 336923.5096
## 2301 2302 2303 2304 2305 2306
## 320316.4360 273845.9571 258154.0663 273549.0988 236986.3094 227375.8015
## 2307 2308 2309 2310 2311 2312
## 221289.1108 242924.5321 313128.0241 226016.2179 220193.2982 186104.8486
## 2313 2314 2315 2316 2317 2318
## 167602.6220 180028.4056 195046.3900 203637.4378 190312.4893 187907.1032
## 2319 2320 2321 2322 2323 2324
## 193032.0171 190305.8023 243896.9804 212826.2921 201083.0031 174649.6083
## 2325 2326 2327 2328 2329 2330
## 217516.3827 178111.8311 200213.6705 217550.1758 186570.9134 174726.7304
## 2331 2332 2333 2334 2335 2336
## 338441.7369 389161.4692 322123.4910 277680.0745 289558.6511 326861.5755
## 2337 2338 2339 2340 2341 2342
## 216494.1330 257039.4306 214198.3198 387587.6849 216371.0039 236585.9279
## 2343 2344 2345 2346 2347 2348
## 230219.2985 218831.7154 228520.6352 214629.2464 213087.0285 257259.4426
## 2349 2350 2351 2352 2353 2354
## 209986.6896 296214.3099 273318.3400 244077.6993 257400.1672 163860.4364
## 2355 2356 2357 2358 2359 2360
## 152998.8679 140318.0008 194862.1009 206606.4147 111252.1845 124039.1947
## 2361 2362 2363 2364 2365 2366
## 152573.0252 264563.6176 138265.4286 167301.5659 203333.2747 186882.5280
## 2367 2368 2369 2370 2371 2372
## 213073.6152 221101.1276 217530.9728 163678.7653 161682.5806 200841.1787
## 2373 2374 2375 2376 2377 2378
## 295435.9322 307285.7530 244118.1864 296554.4736 356885.7564 152986.6704
## 2379 2380 2381 2382 2383 2384
## 224344.2206 145548.0136 170491.9473 198081.5434 191693.8716 239403.2589
## 2385 2386 2387 2388 2389 2390
## 146917.6915 125936.1109 129085.0511 100680.5768 119057.8302 160110.1207
## 2391 2392 2393 2394 2395 2396
## 141359.9598 120774.5292 177744.2835 134554.0433 219815.6789 131207.8201
## 2397 2398 2399 2400 2401 2402
## 211190.2050 122657.3588 92524.3313 74712.7707 125201.8033 130043.7776
## 2403 2404 2405 2406 2407 2408
## 139981.1442 146228.1884 159003.5302 140435.3250 119627.5618 136821.8859
## 2409 2410 2411 2412 2413 2414
## 104194.0422 181403.8952 110845.7096 157746.4454 120871.9791 137582.8465
## 2415 2416 2417 2418 2419 2420
## 132191.4483 129100.0536 124583.6155 123857.7046 128076.7188 117189.5530
## 2421 2422 2423 2424 2425 2426
## 145229.2576 103223.3392 126106.4722 136210.9996 208899.9427 136279.6923
## 2427 2428 2429 2430 2431 2432
## 142139.8573 176717.3606 89552.3107 129725.1110 105471.7897 144086.4606
## 2433 2434 2435 2436 2437 2438
## 159082.4699 149871.6940 173012.5485 106942.9057 98122.4406 102550.4506
## 2439 2440 2441 2442 2443 2444
## 101558.8186 127646.7407 114983.0509 101224.4908 133659.8897 126244.1558
## 2445 2446 2447 2448 2449 2450
## 97631.3834 126781.6026 195555.6470 138108.6337 104913.9263 162274.6772
## 2451 2452 2453 2454 2455 2456
## 120516.4321 205946.6793 84715.2068 115725.6236 130869.6048 174223.3186
## 2457 2458 2459 2460 2461 2462
## 158840.4965 144259.1663 125327.4686 142666.8841 127465.2447 129127.7157
## 2463 2464 2465 2466 2467 2468
## 130812.7829 195382.4142 134296.6282 118883.1624 120229.5795 82455.2736
## 2469 2470 2471 2472 2473 2474
## 96075.6134 206622.9330 231715.4825 195829.7229 132218.6929 74716.6779
## 2475 2476 2477 2478 2479 2480
## 208045.9213 111020.5568 127139.8399 156153.9998 97966.2526 159135.1198
## 2481 2482 2483 2484 2485 2486
## 128385.4645 123829.1561 102671.7631 127628.1045 120026.5076 154152.3821
## 2487 2488 2489 2490 2491 2492
## 188041.0843 165795.7074 155168.8005 129857.2829 103126.0113 196044.2603
## 2493 2494 2495 2496 2497 2498
## 146650.2130 134439.7780 61383.3322 227879.2856 159887.6770 113500.7731
## 2499 2500 2501 2502 2503 2504
## 76472.5794 111129.5732 152580.2754 148687.5640 103264.7815 171844.8164
## 2505 2506 2507 2508 2509 2510
## 239063.0637 255923.7673 293753.3092 251596.2954 211520.4752 204996.9473
## 2511 2512 2513 2514 2515 2516
## 181368.7200 222769.6898 228250.0068 366102.5869 160334.3353 162701.6380
## 2517 2518 2519 2520 2521 2522
## 147318.5968 150116.2513 252595.0962 227304.1090 189252.2040 226095.6801
## 2523 2524 2525 2526 2527 2528
## 112339.3081 128071.9573 143725.5668 164010.4549 115207.0646 148244.5620
## 2529 2530 2531 2532 2533 2534
## 110348.1543 119165.4156 263392.1776 226102.4186 195442.2989 244495.9785
## 2535 2536 2537 2538 2539 2540
## 277058.9052 225856.7637 261429.5976 199548.9240 186165.7623 188944.5862
## 2541 2542 2543 2544 2545 2546
## 181969.4591 161022.2021 114563.4357 119010.4010 130937.1899 124723.4312
## 2547 2548 2549 2550 2551 2552
## 134271.0664 162876.7340 148711.3574 709354.5244 133964.5833 131723.3630
## 2553 2554 2555 2556 2557 2558
## 63422.8036 81488.6156 89621.7554 90722.6940 102042.2143 183339.2426
## 2559 2560 2561 2562 2563 2564
## 154327.1808 163535.7080 151271.0495 168441.0967 151612.6472 183026.0675
## 2565 2566 2567 2568 2569 2570
## 135816.8068 177424.9908 140545.4287 214683.0676 229203.5896 123086.5653
## 2571 2572 2573 2574 2575 2576
## 192255.3327 173197.3703 222275.1851 358647.6330 136518.3054 137035.7069
## 2577 2578 2579 2580 2581 2582
## 164305.3627 73038.3241 19832.9516 91901.2954 124823.3391 130157.1606
## 2583 2584 2585 2586 2587 2588
## 304822.7776 164173.9243 179279.7464 229972.8501 200263.5859 138263.0799
## 2589 2590 2591 2592 2593 2594
## 148126.9091 199666.9522 233722.9663 228111.2062 261911.5943 175046.1026
## 2595 2596 2597 2598 2599 2600
## 206292.6093 292787.2919 195890.7969 275783.3864 370760.7248 150284.4416
## 2601 2602 2603 2604 2605 2606
## 114915.6229 70277.9709 102786.6854 86582.6091 67653.1706 130987.5314
## 2607 2608 2609 2610 2611 2612
## 191975.6220 163680.7404 158322.9522 109587.6450 209152.6598 169009.7684
## 2613 2614 2615 2616 2617 2618
## 123001.4157 99575.8548 155482.6342 154703.2448 205528.2237 175918.7281
## 2619 2620 2621 2622 2623 2624
## 205645.2362 170472.1991 171288.7600 180262.3256 231275.0989 281664.8605
## 2625 2626 2627 2628 2629 2630
## 316869.9539 162715.7376 184304.1155 451196.6788 487208.2070 403760.4444
## 2631 2632 2633 2634 2635 2636
## 449500.9153 398776.4663 320529.2785 413184.8681 145763.1002 160425.9900
## 2637 2638 2639 2640 2641 2642
## 189027.9217 276785.0652 180279.1267 141211.0844 98544.4383 171787.9693
## 2643 2644 2645 2646 2647 2648
## 114508.7727 115665.9581 128682.0016 99054.5299 110892.9045 152336.3829
## 2649 2650 2651 2652 2653 2654
## 149809.0272 133002.5346 156002.9161 372381.4531 266601.8719 284917.6058
## 2655 2656 2657 2658 2659 2660
## 401741.2705 324443.7708 366031.1883 329596.2003 340390.4497 350549.3927
## 2661 2662 2663 2664 2665 2666
## 382965.7404 379386.4739 286700.6402 281514.7947 319963.4675 311352.0060
## 2667 2668 2669 2670 2671 2672
## 187273.8371 192880.4806 192311.7687 275425.0762 195547.4028 200320.6595
## 2673 2674 2675 2676 2677 2678
## 205779.1497 204473.6154 190746.7759 188220.6262 203877.7717 242574.0768
## 2679 2680 2681 2682 2683 2684
## 273349.0417 286784.7463 386207.9648 319202.2121 460382.5777 326141.2854
## 2685 2686 2687 2688 2689 2690
## 348845.7570 266288.8590 307031.3118 215563.9077 214554.1683 360167.3497
## 2691 2692 2693 2694 2695 2696
## 208595.3701 137331.3983 211835.5248 135805.1055 199840.4368 189801.5912
## 2697 2698 2699 2700 2701 2702
## 184133.8443 214931.9989 166879.5389 139440.1134 119763.2978 87517.3045
## 2703 2704 2705 2706 2707 2708
## 98938.9533 147299.1935 101784.6694 71764.8600 93153.0840 138557.2278
## 2709 2710 2711 2712 2713 2714
## 114396.7425 127300.7815 334779.7365 416867.4489 170680.9821 151113.8961
## 2715 2716 2717 2718 2719 2720
## 175870.1306 127250.8242 207782.7439 222592.4428 134313.8869 174389.8676
## 2721 2722 2723 2724 2725 2726
## 132775.1048 163160.7532 137669.0378 126088.2587 116633.4148 143238.0717
## 2727 2728 2729 2730 2731 2732
## 184063.6414 174615.9847 134118.2571 143558.3420 132077.3306 137256.6437
## 2733 2734 2735 2736 2737 2738
## 153375.2089 124323.2306 137178.4708 128906.6420 120097.1170 127678.7003
## 2739 2740 2741 2742 2743 2744
## 142342.1223 134273.6999 156459.4674 153227.0121 165783.3916 163711.4610
## 2745 2746 2747 2748 2749 2750
## 144430.1955 131054.6239 152690.5146 135538.9482 133005.4888 111722.6972
## 2751 2752 2753 2754 2755 2756
## 134671.1871 152096.1495 155266.2739 212527.5786 133715.3707 81699.0209
## 2757 2758 2759 2760 2761 2762
## 44597.1407 87841.5111 198575.9544 134880.7925 136964.2733 131177.3139
## 2763 2764 2765 2766 2767 2768
## 183413.6756 142124.9652 259202.4735 132642.9124 77599.4582 124180.8020
## 2769 2770 2771 2772 2773 2774
## 144974.5764 141426.4087 97449.5869 99572.5157 193676.6952 160428.9707
## 2775 2776 2777 2778 2779 2780
## 127657.1140 145608.7335 152080.2199 108817.8623 146329.5845 101395.3362
## 2781 2782 2783 2784 2785 2786
## 87379.4858 91498.0343 105247.0400 124433.8389 131599.6376 61493.5865
## 2787 2788 2789 2790 2791 2792
## 128560.7245 63007.9623 167476.3337 94226.5008 91670.4414 68974.3393
## 2793 2794 2795 2796 2797 2798
## 159929.2969 104330.5584 125300.9615 96175.9105 210916.6059 109153.4900
## 2799 2800 2801 2802 2803 2804
## 156197.3738 68947.8718 114459.9752 123987.6177 168650.2293 117953.7783
## 2805 2806 2807 2808 2809 2810
## 111162.8886 69010.4149 259050.0689 158016.8437 131070.5570 123496.5993
## 2811 2812 2813 2814 2815 2816
## 167695.7559 182006.2873 149853.4904 157770.3178 98463.9407 211618.2358
## 2817 2818 2819 2820 2821 2822
## 144754.3424 126323.5516 168948.3570 145084.5527 102550.2426 177444.6185
## 2823 2824 2825 2826 2827 2828
## 321201.3186 175240.3144 152152.9751 133276.3614 135929.9584 229253.9862
## 2829 2830 2831 2832 2833 2834
## 207790.8987 238718.2705 187116.6723 262141.2370 294185.5919 245738.6985
## 2835 2836 2837 2838 2839 2840
## 225118.7852 201451.0842 154263.6670 141512.4018 158922.2583 200698.1887
## 2841 2842 2843 2844 2845 2846
## 202391.6795 222438.3725 146002.0154 176267.3419 109979.2153 199498.3364
## 2847 2848 2849 2850 2851 2852
## 214115.0399 220902.7683 206726.6679 267124.9331 206634.0835 223390.5167
## 2853 2854 2855 2856 2857 2858
## 231976.5768 136970.2742 206121.0123 212589.5620 225216.6385 212891.3723
## 2859 2860 2861 2862 2863 2864
## 81236.0748 140331.8473 133344.9785 191953.5375 141855.9638 268997.1239
## 2865 2866 2867 2868 2869 2870
## 144336.8903 133612.9939 95610.1179 104423.6765 94875.8689 108053.3717
## 2871 2872 2873 2874 2875 2876
## 68867.5843 30922.2745 63376.4237 162803.4811 123741.7074 143560.9021
## 2877 2878 2879 2880 2881 2882
## 152574.6006 153670.3497 143382.4689 118828.4298 124732.9004 198169.6487
## 2883 2884 2885 2886 2887 2888
## 208009.5578 189581.3868 171792.6852 249475.3089 115676.7596 144193.1656
## 2889 2890 2891 2892 2893 2894
## 35206.4359 82942.4475 161172.3475 948.5408 71238.8259 13348.7191
## 2895 2896 2897 2898 2899 2900
## 337797.4095 293383.5574 211110.4782 135466.8534 211376.0337 150996.6706
## 2901 2902 2903 2904 2905 2906
## 197935.0615 168256.0605 312544.6025 340719.1554 33764.2389 198506.2051
## 2907 2908 2909 2910 2911 2912
## 125883.8672 106960.6635 127951.3753 71351.5418 71028.1144 147008.4920
## 2913 2914 2915 2916 2917 2918
## 68043.4004 70620.8253 78285.8806 79510.7705 170994.4913 102647.0647
## 2919
## 228544.0009GAM Estimated Test Error
library(mgcv)## Loading required package: nlme## This is mgcv 1.8-28. For overview type 'help("mgcv-package")'.##
## Attaching package: 'mgcv'## The following objects are masked from 'package:gam':
##
## gam, gam.control, gam.fit, slibrary(caret)
set.seed(0)
tr_control_gam <- trainControl(method="cv",number=10)
model_gam <- train(log(price) ~.,
data = train_linear3,
method = "gam",
trControl = tr_control_gam,)
tuneGrid = data.frame(method = "GCV.Cp",
select = FALSE)
print(model_gam)## Generalized Additive Model using Splines
##
## 1460 samples
## 210 predictor
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1314, 1314, 1314, 1315, 1313, 1315, ...
## Resampling results across tuning parameters:
##
## select RMSE Rsquared MAE
## FALSE 0.1348424 0.8824320 0.08525905
## TRUE 0.1281883 0.8971422 0.08542514
##
## Tuning parameter 'method' was held constant at a value of GCV.Cp
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were select = TRUE and method = GCV.Cp.
GAM
Regression Trees
# Regression Tree
#library(ISLR)
library(tree)
tree_fit <- tree(log(price)~., data = train_linear3)
tree_fit## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 1460 232.800 12.02
## 2) OverallQual < 6.5 912 74.870 11.81
## 4) GrLivArea < 1378.5 564 39.410 11.70
## 8) TotalBsmtSF < 799.5 184 15.680 11.51
## 16) CentralAir < 0.5 45 4.946 11.25 *
## 17) CentralAir > 0.5 139 6.558 11.60 *
## 9) TotalBsmtSF > 799.5 380 13.460 11.80
## 18) YearBuilt < 1947.5 49 1.794 11.57 *
## 19) YearBuilt > 1947.5 331 8.827 11.83 *
## 5) GrLivArea > 1378.5 348 17.620 11.99
## 10) GarageFinish < 1.5 156 3.591 12.10 *
## 11) GarageFinish > 1.5 192 10.460 11.90 *
## 3) OverallQual > 6.5 548 50.480 12.37
## 6) OverallQual < 7.5 319 14.140 12.22
## 12) GrLivArea < 1822 215 6.778 12.15 *
## 13) GrLivArea > 1822 104 3.734 12.38 *
## 7) OverallQual > 7.5 229 18.640 12.59
## 14) OverallQual < 8.5 168 8.935 12.50 *
## 15) OverallQual > 8.5 61 4.715 12.83 *summary(tree_fit)##
## Regression tree:
## tree(formula = log(price) ~ ., data = train_linear3)
## Variables actually used in tree construction:
## [1] "OverallQual" "GrLivArea" "TotalBsmtSF" "CentralAir"
## [5] "YearBuilt" "GarageFinish"
## Number of terminal nodes: 10
## Residual mean deviance: 0.04161 = 60.34 / 1450
## Distribution of residuals:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -0.848100 -0.106200 0.005898 0.000000 0.120400 0.703400# Plotting Commands
par(mfrow=c(1,1))
plot(tree_fit)
text(tree_fit, pretty = 0)
cv_tree <- cv.tree(tree_fit, K=10)
par(mfrow=c(1,2))
plot(cv_tree$k, cv_tree$dev, type = "b")
plot(cv_tree$size, cv_tree$dev, type = "b")
cv_tree_best_size <- cv_tree$size[which.min(cv_tree$dev)]
cv_tree_best_size ## [1] 10# Prune Tree
prune <- prune.tree(tree_fit, best = cv_tree_best_size)
par(mfrow=c(1,1))
plot(prune)
text(prune, pretty=0)
#Bagging Method:
library(randomForest)## randomForest 4.6-14## Type rfNews() to see new features/changes/bug fixes.##
## Attaching package: 'randomForest'## The following object is masked from 'package:ggplot2':
##
## marginncol(train_knn) - 1## [1] 80SalePrice_bag <- randomForest(log(price)~., data=train_linear3,ntree=1000,mtry=80, importance=TRUE)
importance(SalePrice_bag)## %IncMSE IncNodePurity
## MSSubClass 12.864916682 7.312284e-01
## MSZoningFV 3.885069004 1.824884e-02
## MSZoningRH -0.840365357 1.334698e-02
## MSZoningRL 10.615092651 4.639981e-01
## MSZoningRM 16.237177866 5.862340e-01
## LotFrontage 14.626536843 1.842209e+00
## LotArea 33.087175373 4.169262e+00
## StreetPave -1.116573507 4.471000e-02
## AlleyPave 3.197122956 9.177111e-02
## LotShapeIR2 0.141485329 3.225457e-02
## LotShapeIR3 -0.531364632 2.251902e-02
## LotShapeReg 8.861025540 2.127323e-01
## LandContourHLS -1.988125791 5.539421e-02
## LandContourLow 1.031100622 6.236628e-02
## LandContourLvl 3.196616310 1.562416e-01
## UtilitiesNoSeWa 0.000000000 5.576215e-04
## LotConfigCulDSac 1.048106378 4.682142e-02
## LotConfigFR2 -0.540510106 3.218774e-02
## LotConfigFR3 1.000500375 2.870037e-03
## LotConfigInside 0.828626807 1.106386e-01
## LandSlopeMod 2.307260815 1.138489e-01
## LandSlopeSev -0.268323646 2.110937e-02
## NeighborhoodBlueste -0.049287489 1.056539e-03
## NeighborhoodBrDale 2.420605530 1.196579e-02
## NeighborhoodBrkSide -2.586603996 5.274746e-02
## NeighborhoodClearCr 2.715054230 6.257536e-02
## NeighborhoodCollgCr 5.649689696 4.849655e-02
## NeighborhoodCrawfor 10.914155289 2.333956e-01
## NeighborhoodEdwards 6.723963714 2.145799e-01
## NeighborhoodGilbert 4.850730581 2.896078e-02
## NeighborhoodIDOTRR -0.002903218 2.868759e-01
## NeighborhoodMeadowV 4.330729017 2.963670e-02
## NeighborhoodMitchel -1.952150264 3.544993e-02
## NeighborhoodNAmes 8.221035378 1.091137e-01
## NeighborhoodNoRidge 2.322894254 8.819170e-02
## NeighborhoodNPkVill 3.432323413 7.244882e-03
## NeighborhoodNridgHt 3.327675665 5.353314e-02
## NeighborhoodNWAmes 2.408121665 4.392715e-02
## NeighborhoodOldTown 6.156532233 1.719142e-01
## NeighborhoodSawyer 0.602970177 5.304811e-02
## NeighborhoodSawyerW 0.574081603 1.891199e-02
## NeighborhoodSomerst 2.969191138 4.831382e-02
## NeighborhoodStoneBr 1.051891236 2.973113e-02
## NeighborhoodSWISU 2.346978725 1.982110e-02
## NeighborhoodTimber 0.276580144 1.903873e-02
## NeighborhoodVeenker -0.404622810 7.110018e-03
## Condition1Feedr -0.018891552 8.606792e-02
## Condition1Norm 4.572104252 1.557886e-01
## Condition1PosA -2.571840413 5.004203e-03
## Condition1PosN 1.477326336 3.010562e-02
## Condition1RRAe 2.745348468 1.672196e-02
## Condition1RRAn -0.970603643 1.268156e-02
## Condition1RRNe 0.000000000 2.724513e-04
## Condition1RRNn 0.000000000 1.615779e-03
## Condition2Feedr -1.603661077 8.861526e-03
## Condition2Norm -3.298362816 3.867577e-02
## Condition2PosA 0.000000000 1.548138e-03
## Condition2PosN -2.056572439 1.488163e-02
## Condition2RRAe 0.000000000 1.887888e-04
## Condition2RRAn 0.000000000 1.291138e-05
## Condition2RRNn 0.000000000 1.977132e-03
## BldgType2fmCon -2.365573628 1.353492e-02
## BldgTypeDuplex 5.068734645 3.395996e-02
## BldgTypeTwnhs 3.280342542 1.722984e-02
## BldgTypeTwnhsE 4.209827804 3.037050e-02
## HouseStyle1.5Unf -0.146280863 1.019151e-02
## HouseStyle1Story 7.245429127 1.095536e-01
## HouseStyle2.5Fin 0.241561100 9.026860e-03
## HouseStyle2.5Unf -0.795022509 1.232299e-02
## HouseStyle2Story 9.825533176 1.366887e-01
## HouseStyleSFoyer 1.202161307 5.836701e-03
## HouseStyleSLvl 1.394067919 4.788110e-02
## OverallQual 41.284739729 6.053729e+01
## OverallCond 28.393612275 2.371397e+00
## YearBuilt 24.207170369 2.000832e+01
## YearRemodAdd 18.079898886 2.630005e+00
## RoofStyleGable 4.211429373 1.255795e-01
## RoofStyleGambrel -1.912247486 5.997160e-02
## RoofStyleHip 3.476610566 1.547996e-01
## RoofStyleMansard 0.000000000 9.407794e-04
## RoofStyleShed 0.000000000 1.343990e-03
## RoofMatlCompShg 0.394210094 4.577796e-02
## RoofMatlMembran 0.000000000 2.501009e-03
## RoofMatlMetal 0.000000000 2.344788e-03
## RoofMatlRoll 0.000000000 5.747679e-06
## RoofMatlTar.Grv -2.798421348 1.375845e-02
## RoofMatlWdShake 0.000000000 1.244491e-03
## RoofMatlWdShngl 0.286566461 1.491932e-02
## Exterior1stAsphShn 0.000000000 2.377189e-03
## Exterior1stBrkComm 2.018306967 9.990767e-02
## Exterior1stBrkFace 2.612794969 1.007432e-01
## Exterior1stCBlock 0.000000000 2.778709e-04
## Exterior1stCemntBd 1.661748936 3.534706e-02
## Exterior1stHdBoard 2.911579427 6.602957e-02
## Exterior1stImStucc 0.000000000 4.990656e-05
## Exterior1stMetalSd 4.469047485 8.367037e-02
## Exterior1stPlywood 2.331645748 5.483852e-02
## Exterior1stStone 0.000000000 1.264655e-03
## Exterior1stStucco 1.752687428 2.941229e-02
## Exterior1stVinylSd 9.084017175 1.337034e-01
## Exterior1stWd.Sdng 0.052154335 9.118340e-02
## Exterior1stWdShing -0.433872714 1.500830e-02
## Exterior2ndAsphShn -1.000500375 4.539771e-03
## Exterior2ndBrk.Cmn 3.131498620 6.611323e-02
## Exterior2ndBrkFace -1.047316453 7.655411e-02
## Exterior2ndCBlock 0.000000000 4.483090e-04
## Exterior2ndCmentBd 2.960020861 4.251246e-02
## Exterior2ndHdBoard 2.271745782 5.957574e-02
## Exterior2ndImStucc 1.213089424 5.015006e-03
## Exterior2ndMetalSd 5.170955721 7.797677e-02
## Exterior2ndOther 0.000000000 1.079993e-03
## Exterior2ndPlywood 3.037235273 6.815228e-02
## Exterior2ndStone 1.202566008 3.375342e-03
## Exterior2ndStucco 1.533200408 4.785351e-02
## Exterior2ndVinylSd 8.274480000 1.375917e-01
## Exterior2ndWd.Sdng -0.772881820 8.176730e-02
## Exterior2ndWd.Shng -1.667926688 2.901902e-02
## MasVnrTypeBrkFace 4.502864746 7.631262e-02
## MasVnrTypeNone 4.690370541 7.280526e-02
## MasVnrTypeStone 5.804301753 6.991626e-02
## MasVnrArea 9.424297282 8.208800e-01
## ExterQual 16.441075605 9.600279e+00
## ExterCond 3.449416538 3.427106e-01
## FoundationCBlock 7.872689016 1.004794e-01
## FoundationPConc 6.061837835 4.799545e-01
## FoundationSlab -0.464799069 2.107032e-02
## FoundationStone 1.336433648 3.359706e-03
## FoundationWood 1.080072255 4.487969e-03
## BsmtQual 11.923540047 2.524856e+00
## BsmtCond 3.333956993 2.047341e-01
## BsmtExposureGd 9.823784445 2.012252e-01
## BsmtExposureMn 0.392049209 5.906029e-02
## BsmtExposureNo 7.563446855 1.902260e-01
## BsmtFinType1 14.509758848 9.537325e-01
## BsmtFinSF1 27.327748982 4.141677e+00
## BsmtFinType2 2.284527093 1.396936e-01
## BsmtFinSF2 0.838886220 1.698333e-01
## BsmtUnfSF 16.376099779 1.257496e+00
## TotalBsmtSF 35.969778212 1.033737e+01
## HeatingGasA -0.632169115 5.229732e-02
## HeatingGasW -2.101550492 1.236640e-02
## HeatingGrav -0.976932505 1.076796e-01
## HeatingOthW 0.000000000 3.494105e-03
## HeatingWall 3.181579228 7.065988e-04
## HeatingQC 8.150343217 3.158829e-01
## CentralAir 10.954618838 2.548722e+00
## ElectricalFuseF 0.259300829 2.716755e-02
## ElectricalFuseP -0.312446537 8.294786e-03
## ElectricalMix 0.000000000 1.057911e-02
## ElectricalSBrkr -0.722573899 1.460160e-01
## X1stFlrSF 29.224572227 8.119040e+00
## X2ndFlrSF 24.990448603 3.000242e+00
## LowQualFinSF -1.538555703 4.427128e-02
## GrLivArea 52.666591395 3.718873e+01
## BsmtFullBath 11.311077788 3.442791e-01
## BsmtHalfBath 3.315264476 6.489031e-02
## FullBath 12.791852933 6.122171e+00
## HalfBath 13.319723215 3.467425e-01
## BedroomAbvGr 15.169929601 7.457125e-01
## KitchenAbvGr 7.646336839 3.036216e-01
## KitchenQual 0.720141067 8.450693e-02
## TotRmsAbvGrd 12.840858185 1.442883e+00
## FunctionalMaj2 2.295224798 8.085269e-02
## FunctionalMin1 2.384281795 1.989278e-02
## FunctionalMin2 2.193068634 3.304154e-02
## FunctionalMod -0.344859569 8.624810e-02
## FunctionalSev 0.000000000 1.327871e-02
## FunctionalTyp 7.178816919 1.910988e-01
## Fireplaces 17.679307917 3.006057e+00
## FireplaceQu 16.422875003 2.502014e+00
## GarageTypeAttchd 10.839557279 3.056570e-01
## GarageTypeBasment -0.150852230 2.730452e-02
## GarageTypeBuiltIn 2.721604836 3.735571e-02
## GarageTypeCarPort 3.791560998 3.289281e-02
## GarageTypeDetchd 13.903498663 5.272153e-01
## GarageYrBlt 13.172783632 3.598240e+00
## GarageFinish 14.059730039 5.111856e+00
## GarageCars 19.980100259 9.377318e+00
## GarageArea 24.317943725 8.574267e+00
## GarageQual 3.130515694 3.048352e-01
## GarageCond 0.842458932 2.654639e-01
## PavedDriveP -0.595805639 4.375176e-02
## PavedDriveY 4.065619395 3.246822e-01
## WoodDeckSF 11.079068401 7.066062e-01
## OpenPorchSF 12.929586133 1.009361e+00
## EnclosedPorch 0.246294479 3.851974e-01
## X3SsnPorch -0.354411889 2.653992e-02
## ScreenPorch 5.556699360 1.334291e-01
## PoolArea -1.150931011 1.236288e-02
## PoolQC -0.406252292 2.311021e-02
## Fence 0.848867573 3.076717e-01
## MiscFeatureOthr 0.000000000 9.566078e-03
## MiscFeatureShed -0.595091473 5.158702e-03
## MiscFeatureTenC 0.000000000 2.855347e-04
## MiscVal 0.221789392 6.235758e-02
## MoSold -0.512118903 7.723694e-01
## YrSold -0.201596598 3.812830e-01
## SaleTypeCon 1.000500375 1.169300e-03
## SaleTypeConLD -1.025477822 1.555255e-02
## SaleTypeConLI -1.000500375 3.573890e-03
## SaleTypeConLw 0.000000000 2.970886e-03
## SaleTypeCWD 1.000500375 5.389617e-03
## SaleTypeNew 1.724371084 5.298578e-02
## SaleTypeOth -1.414045025 6.544902e-03
## SaleTypeWD 3.484772025 1.108732e-01
## SaleConditionAdjLand -1.409838460 4.790668e-03
## SaleConditionAlloca 0.908281608 4.299998e-02
## SaleConditionFamily -2.058469856 1.431168e-01
## SaleConditionNormal 3.565157143 2.545485e-01
## SaleConditionPartial 0.227947481 5.799155e-02bag.pred <- predict(SalePrice_bag, newdata = test_linear)
bag_csv <- cbind("Id"=1461:2919, "SalePrice" = exp(bag.pred))
write.csv(bag_csv, file = "bag_final2.csv", row.names = FALSE)
mean((bag.pred - train_linear3$price)^2)## Warning in bag.pred - train_linear3$price: longer object length is not a
## multiple of shorter object length## [1] 39034920735
Bagging
#CV estimate for Bagging
mtry <- (ncol(train_knn)-1)
mtry## [1] 80grid <- expand.grid(mtry= c(mtry))
model_bag <- train(log(price) ~ ., data = train_linear3, method = "rf",ntree = 50, tuneGrid = grid)
print(model_bag)## Random Forest
##
## 1460 samples
## 210 predictor
##
## No pre-processing
## Resampling: Bootstrapped (25 reps)
## Summary of sample sizes: 1460, 1460, 1460, 1460, 1460, 1460, ...
## Resampling results:
##
## RMSE Rsquared MAE
## 0.1432591 0.8752257 0.09547408
##
## Tuning parameter 'mtry' was held constant at a value of 80#Random Forest
library(randomForest)
randf <- randomForest(log(price) ~ .,data=train_linear2)
# Predict
randf_pred <- predict(randf, newdata = test_linear)
# Convert to .csv file
randf_csv <- cbind("Id"=1461:2919, "SalePrice" = exp(randf_pred))
write.csv(randf_csv, file = "randf_test.csv", row.names = FALSE)
Random Forest
#CV Estimate for Random Forest
mtry <- (ncol(train_linear3)-1)/3
grid <- expand.grid(mtry= c(mtry))
model_randf <- train(log(price) ~ ., data = train_linear3, method = "rf",ntree = 50, tuneGrid = grid)
print(model_randf)## Random Forest
##
## 1460 samples
## 210 predictor
##
## No pre-processing
## Resampling: Bootstrapped (25 reps)
## Summary of sample sizes: 1460, 1460, 1460, 1460, 1460, 1460, ...
## Resampling results:
##
## RMSE Rsquared MAE
## 0.1454373 0.8711602 0.09579707
##
## Tuning parameter 'mtry' was held constant at a value of 70Removing outliers
library(tidyverse)## Registered S3 method overwritten by 'cli':
## method from
## print.tree tree## ── Attaching packages ──────────────────── tidyverse 1.3.0 ──## ✔ tibble 2.1.3 ✔ dplyr 0.8.3
## ✔ tidyr 1.0.0 ✔ stringr 1.4.0
## ✔ readr 1.3.1 ✔ forcats 0.4.0
## ✔ purrr 0.3.3## ── Conflicts ─────────────────────── tidyverse_conflicts() ──
## ✖ purrr::accumulate() masks foreach::accumulate()
## ✖ dplyr::collapse() masks nlme::collapse()
## ✖ dplyr::combine() masks randomForest::combine()
## ✖ tidyr::expand() masks Matrix::expand()
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ✖ purrr::lift() masks caret::lift()
## ✖ randomForest::margin() masks ggplot2::margin()
## ✖ tidyr::pack() masks Matrix::pack()
## ✖ tidyr::unpack() masks Matrix::unpack()
## ✖ purrr::when() masks foreach::when()train_linear2$SalePrice <- train$SalePrice
train_boost <- train_linear2 %>% filter(GrLivArea < 4500)Boosting:
library(gbm)## Loaded gbm 2.1.5set.seed(0)
fit_gbm = gbm(log(SalePrice)~., data=train_boost,shrinkage=0.05,distribution = "gaussian",n.trees=700,interaction.depth = 5,n.minobsinnode = 10)
# Predict
gbm_pred <- predict(fit_gbm, test_linear,n.trees=700)
# Convert to .csv file
gbm_csv <- cbind("Id"=1461:2919, "SalePrice" = exp(gbm_pred))
write.csv(gbm_csv, file = "gbm_test.csv", row.names = FALSE)kaggle: 0.12717
#CV estimate for Boosting
library(caret)
tr_control_gbm <- trainControl(method="cv",number=10)
grid_gbm <- expand.grid(n.trees = c(700), interaction.depth = c(5), shrinkage = 0.05,n.minobsinnode=10)
model_gbm <- train(log(SalePrice) ~ ., data=train_boost, method = 'gbm', trControl=tr_control_gbm,tuneGrid=grid_gbm,metric='RMSE',maximize=FALSE)## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 194: MiscFeatureTenC has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 59: Condition2RRAe has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 60: Condition2RRAn has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 89: Exterior1stAsphShn has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 111: Exterior2ndOther has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 167: FunctionalSev has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 84: RoofMatlMetal has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 95: Exterior1stImStucc has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 83: RoofMatlMembran has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 149: ElectricalMix has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 16: UtilitiesNoSeWa has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 57: Condition2PosA has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 58: Condition2PosN has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 92: Exterior1stCBlock has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 106: Exterior2ndCBlock has no variation.## Warning in (function (x, y, offset = NULL, misc = NULL, distribution =
## "bernoulli", : variable 85: RoofMatlRoll has no variation.print(model_gbm) #show RMSE## Stochastic Gradient Boosting
##
## 1458 samples
## 210 predictor
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1312, 1313, 1312, 1313, 1314, 1311, ...
## Resampling results:
##
## RMSE Rsquared MAE
## 0.1175894 0.9139736 0.08040552
##
## Tuning parameter 'n.trees' was held constant at a value of 700
## 5
## Tuning parameter 'shrinkage' was held constant at a value of
## 0.05
## Tuning parameter 'n.minobsinnode' was held constant at a value of 10
Comments: Step 1: Non-Linearity
For non-linearity we need to analyze the “Residuals vs Fitted” plot. To illustrate the fit my data has the red line needs to be as flush with the 0.0 dotted line in the plot. In the base fit_lm plot the fit is skewed. To correct this, I plotted the log, sqrt, and squared variations of the fit_lm. The best fit plot is the fit_lm_log.
#7: Normality